f - Update module docs
[rust-lightning] / lightning / src / routing / scoring.rs
1 // This file is Copyright its original authors, visible in version control
2 // history.
3 //
4 // This file is licensed under the Apache License, Version 2.0 <LICENSE-APACHE
5 // or http://www.apache.org/licenses/LICENSE-2.0> or the MIT license
6 // <LICENSE-MIT or http://opensource.org/licenses/MIT>, at your option.
7 // You may not use this file except in accordance with one or both of these
8 // licenses.
9
10 //! Utilities for scoring payment channels.
11 //!
12 //! [`ProbabilisticScorer`] may be given to [`find_route`] to score payment channels during path
13 //! finding when a custom [`Score`] implementation is not needed.
14 //!
15 //! # Example
16 //!
17 //! ```
18 //! # extern crate secp256k1;
19 //! #
20 //! # use lightning::routing::network_graph::NetworkGraph;
21 //! # use lightning::routing::router::{RouteParameters, find_route};
22 //! # use lightning::routing::scoring::{ProbabilisticScorer, ProbabilisticScoringParameters, Scorer, ScoringParameters};
23 //! # use lightning::util::logger::{Logger, Record};
24 //! # use secp256k1::key::PublicKey;
25 //! #
26 //! # struct FakeLogger {};
27 //! # impl Logger for FakeLogger {
28 //! #     fn log(&self, record: &Record) { unimplemented!() }
29 //! # }
30 //! # fn find_scored_route(payer: PublicKey, route_params: RouteParameters, network_graph: NetworkGraph) {
31 //! # let logger = FakeLogger {};
32 //! #
33 //! // Use the default channel penalties.
34 //! let params = ProbabilisticScoringParameters::default();
35 //! let scorer = ProbabilisticScorer::new(params, payer, &network_graph);
36 //!
37 //! // Or use custom channel penalties.
38 //! let params = ProbabilisticScoringParameters {
39 //!     liquidity_penalty_multiplier_msat: 2 * 1000,
40 //!     ..ProbabilisticScoringParameters::default()
41 //! };
42 //! let scorer = ProbabilisticScorer::new(params, payer, &network_graph);
43 //!
44 //! let route = find_route(&payer, &route_params, &network_graph, None, &logger, &scorer);
45 //! # }
46 //! ```
47 //!
48 //! # Note
49 //!
50 //! Persisting when built with feature `no-std` and restoring without it, or vice versa, uses
51 //! different types and thus is undefined.
52 //!
53 //! [`find_route`]: crate::routing::router::find_route
54
55 use bitcoin::secp256k1::key::PublicKey;
56
57 use ln::msgs::DecodeError;
58 use routing::network_graph::{EffectiveCapacity, NetworkGraph, NodeId};
59 use routing::router::RouteHop;
60 use util::ser::{Readable, ReadableArgs, Writeable, Writer};
61
62 use prelude::*;
63 use core::cell::{RefCell, RefMut};
64 use core::ops::{Deref, DerefMut};
65 use core::time::Duration;
66 use io::{self, Read};
67 use sync::{Mutex, MutexGuard};
68
69 /// We define Score ever-so-slightly differently based on whether we are being built for C bindings
70 /// or not. For users, `LockableScore` must somehow be writeable to disk. For Rust users, this is
71 /// no problem - you move a `Score` that implements `Writeable` into a `Mutex`, lock it, and now
72 /// you have the original, concrete, `Score` type, which presumably implements `Writeable`.
73 ///
74 /// For C users, once you've moved the `Score` into a `LockableScore` all you have after locking it
75 /// is an opaque trait object with an opaque pointer with no type info. Users could take the unsafe
76 /// approach of blindly casting that opaque pointer to a concrete type and calling `Writeable` from
77 /// there, but other languages downstream of the C bindings (e.g. Java) can't even do that.
78 /// Instead, we really want `Score` and `LockableScore` to implement `Writeable` directly, which we
79 /// do here by defining `Score` differently for `cfg(c_bindings)`.
80 macro_rules! define_score { ($($supertrait: path)*) => {
81 /// An interface used to score payment channels for path finding.
82 ///
83 ///     Scoring is in terms of fees willing to be paid in order to avoid routing through a channel.
84 pub trait Score $(: $supertrait)* {
85         /// Returns the fee in msats willing to be paid to avoid routing `send_amt_msat` through the
86         /// given channel in the direction from `source` to `target`.
87         ///
88         /// The channel's capacity (less any other MPP parts that are also being considered for use in
89         /// the same payment) is given by `capacity_msat`. It may be determined from various sources
90         /// such as a chain data, network gossip, or invoice hints, the latter indicating sufficient
91         /// capacity (i.e., near [`u64::max_value`]). Thus, implementations should be overflow-safe.
92         fn channel_penalty_msat(&self, short_channel_id: u64, send_amt_msat: u64, capacity_msat: u64, source: &NodeId, target: &NodeId) -> u64;
93
94         /// Handles updating channel penalties after failing to route through a channel.
95         fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64);
96
97         /// Handles updating channel penalties after successfully routing along a path.
98         fn payment_path_successful(&mut self, path: &[&RouteHop]);
99 }
100
101 impl<S: Score, T: DerefMut<Target=S> $(+ $supertrait)*> Score for T {
102         fn channel_penalty_msat(&self, short_channel_id: u64, send_amt_msat: u64, capacity_msat: u64, source: &NodeId, target: &NodeId) -> u64 {
103                 self.deref().channel_penalty_msat(short_channel_id, send_amt_msat, capacity_msat, source, target)
104         }
105
106         fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
107                 self.deref_mut().payment_path_failed(path, short_channel_id)
108         }
109
110         fn payment_path_successful(&mut self, path: &[&RouteHop]) {
111                 self.deref_mut().payment_path_successful(path)
112         }
113 }
114 } }
115
116 #[cfg(c_bindings)]
117 define_score!(Writeable);
118 #[cfg(not(c_bindings))]
119 define_score!();
120
121 /// A scorer that is accessed under a lock.
122 ///
123 /// Needed so that calls to [`Score::channel_penalty_msat`] in [`find_route`] can be made while
124 /// having shared ownership of a scorer but without requiring internal locking in [`Score`]
125 /// implementations. Internal locking would be detrimental to route finding performance and could
126 /// result in [`Score::channel_penalty_msat`] returning a different value for the same channel.
127 ///
128 /// [`find_route`]: crate::routing::router::find_route
129 pub trait LockableScore<'a> {
130         /// The locked [`Score`] type.
131         type Locked: 'a + Score;
132
133         /// Returns the locked scorer.
134         fn lock(&'a self) -> Self::Locked;
135 }
136
137 /// (C-not exported)
138 impl<'a, T: 'a + Score> LockableScore<'a> for Mutex<T> {
139         type Locked = MutexGuard<'a, T>;
140
141         fn lock(&'a self) -> MutexGuard<'a, T> {
142                 Mutex::lock(self).unwrap()
143         }
144 }
145
146 impl<'a, T: 'a + Score> LockableScore<'a> for RefCell<T> {
147         type Locked = RefMut<'a, T>;
148
149         fn lock(&'a self) -> RefMut<'a, T> {
150                 self.borrow_mut()
151         }
152 }
153
154 #[cfg(c_bindings)]
155 /// A concrete implementation of [`LockableScore`] which supports multi-threading.
156 pub struct MultiThreadedLockableScore<S: Score> {
157         score: Mutex<S>,
158 }
159 #[cfg(c_bindings)]
160 /// (C-not exported)
161 impl<'a, T: Score + 'a> LockableScore<'a> for MultiThreadedLockableScore<T> {
162         type Locked = MutexGuard<'a, T>;
163
164         fn lock(&'a self) -> MutexGuard<'a, T> {
165                 Mutex::lock(&self.score).unwrap()
166         }
167 }
168
169 #[cfg(c_bindings)]
170 impl<T: Score> MultiThreadedLockableScore<T> {
171         /// Creates a new [`MultiThreadedLockableScore`] given an underlying [`Score`].
172         pub fn new(score: T) -> Self {
173                 MultiThreadedLockableScore { score: Mutex::new(score) }
174         }
175 }
176
177 #[cfg(c_bindings)]
178 /// (C-not exported)
179 impl<'a, T: Writeable> Writeable for RefMut<'a, T> {
180         fn write<W: Writer>(&self, writer: &mut W) -> Result<(), io::Error> {
181                 T::write(&**self, writer)
182         }
183 }
184
185 #[cfg(c_bindings)]
186 /// (C-not exported)
187 impl<'a, S: Writeable> Writeable for MutexGuard<'a, S> {
188         fn write<W: Writer>(&self, writer: &mut W) -> Result<(), io::Error> {
189                 S::write(&**self, writer)
190         }
191 }
192
193 /// [`Score`] implementation that provides reasonable default behavior.
194 ///
195 /// Used to apply a fixed penalty to each channel, thus avoiding long paths when shorter paths with
196 /// slightly higher fees are available. Will further penalize channels that fail to relay payments.
197 ///
198 /// See [module-level documentation] for usage.
199 ///
200 /// [module-level documentation]: crate::routing::scoring
201 #[cfg(not(feature = "no-std"))]
202 pub type Scorer = ScorerUsingTime::<std::time::Instant>;
203 /// [`Score`] implementation that provides reasonable default behavior.
204 ///
205 /// Used to apply a fixed penalty to each channel, thus avoiding long paths when shorter paths with
206 /// slightly higher fees are available. Will further penalize channels that fail to relay payments.
207 ///
208 /// See [module-level documentation] for usage and [`ScoringParameters`] for customization.
209 ///
210 /// [module-level documentation]: crate::routing::scoring
211 #[cfg(feature = "no-std")]
212 pub type Scorer = ScorerUsingTime::<time::Eternity>;
213
214 // Note that ideally we'd hide ScorerUsingTime from public view by sealing it as well, but rustdoc
215 // doesn't handle this well - instead exposing a `Scorer` which has no trait implementation(s) or
216 // methods at all.
217
218 /// [`Score`] implementation.
219 ///
220 /// See [`Scorer`] for details.
221 ///
222 /// # Note
223 ///
224 /// Mixing the `no-std` feature between serialization and deserialization results in undefined
225 /// behavior.
226 ///
227 /// (C-not exported) generally all users should use the [`Scorer`] type alias.
228 pub struct ScorerUsingTime<T: Time> {
229         params: ScoringParameters,
230         // TODO: Remove entries of closed channels.
231         channel_failures: HashMap<u64, ChannelFailure<T>>,
232 }
233
234 /// Parameters for configuring [`Scorer`].
235 pub struct ScoringParameters {
236         /// A fixed penalty in msats to apply to each channel.
237         ///
238         /// Default value: 500 msat
239         pub base_penalty_msat: u64,
240
241         /// A penalty in msats to apply to a channel upon failing to relay a payment.
242         ///
243         /// This accumulates for each failure but may be reduced over time based on
244         /// [`failure_penalty_half_life`] or when successfully routing through a channel.
245         ///
246         /// Default value: 1,024,000 msat
247         ///
248         /// [`failure_penalty_half_life`]: Self::failure_penalty_half_life
249         pub failure_penalty_msat: u64,
250
251         /// When the amount being sent over a channel is this many 1024ths of the total channel
252         /// capacity, we begin applying [`overuse_penalty_msat_per_1024th`].
253         ///
254         /// Default value: 128 1024ths (i.e. begin penalizing when an HTLC uses 1/8th of a channel)
255         ///
256         /// [`overuse_penalty_msat_per_1024th`]: Self::overuse_penalty_msat_per_1024th
257         pub overuse_penalty_start_1024th: u16,
258
259         /// A penalty applied, per whole 1024ths of the channel capacity which the amount being sent
260         /// over the channel exceeds [`overuse_penalty_start_1024th`] by.
261         ///
262         /// Default value: 20 msat (i.e. 2560 msat penalty to use 1/4th of a channel, 7680 msat penalty
263         ///                to use half a channel, and 12,560 msat penalty to use 3/4ths of a channel)
264         ///
265         /// [`overuse_penalty_start_1024th`]: Self::overuse_penalty_start_1024th
266         pub overuse_penalty_msat_per_1024th: u64,
267
268         /// The time required to elapse before any accumulated [`failure_penalty_msat`] penalties are
269         /// cut in half.
270         ///
271         /// Successfully routing through a channel will immediately cut the penalty in half as well.
272         ///
273         /// # Note
274         ///
275         /// When built with the `no-std` feature, time will never elapse. Therefore, this penalty will
276         /// never decay.
277         ///
278         /// [`failure_penalty_msat`]: Self::failure_penalty_msat
279         pub failure_penalty_half_life: Duration,
280 }
281
282 impl_writeable_tlv_based!(ScoringParameters, {
283         (0, base_penalty_msat, required),
284         (1, overuse_penalty_start_1024th, (default_value, 128)),
285         (2, failure_penalty_msat, required),
286         (3, overuse_penalty_msat_per_1024th, (default_value, 20)),
287         (4, failure_penalty_half_life, required),
288 });
289
290 /// Accounting for penalties against a channel for failing to relay any payments.
291 ///
292 /// Penalties decay over time, though accumulate as more failures occur.
293 struct ChannelFailure<T: Time> {
294         /// Accumulated penalty in msats for the channel as of `last_updated`.
295         undecayed_penalty_msat: u64,
296
297         /// Last time the channel either failed to route or successfully routed a payment. Used to decay
298         /// `undecayed_penalty_msat`.
299         last_updated: T,
300 }
301
302 impl<T: Time> ScorerUsingTime<T> {
303         /// Creates a new scorer using the given scoring parameters.
304         pub fn new(params: ScoringParameters) -> Self {
305                 Self {
306                         params,
307                         channel_failures: HashMap::new(),
308                 }
309         }
310
311         /// Creates a new scorer using `penalty_msat` as a fixed channel penalty.
312         #[cfg(any(test, feature = "fuzztarget", feature = "_test_utils"))]
313         pub fn with_fixed_penalty(penalty_msat: u64) -> Self {
314                 Self::new(ScoringParameters {
315                         base_penalty_msat: penalty_msat,
316                         failure_penalty_msat: 0,
317                         failure_penalty_half_life: Duration::from_secs(0),
318                         overuse_penalty_start_1024th: 1024,
319                         overuse_penalty_msat_per_1024th: 0,
320                 })
321         }
322 }
323
324 impl<T: Time> ChannelFailure<T> {
325         fn new(failure_penalty_msat: u64) -> Self {
326                 Self {
327                         undecayed_penalty_msat: failure_penalty_msat,
328                         last_updated: T::now(),
329                 }
330         }
331
332         fn add_penalty(&mut self, failure_penalty_msat: u64, half_life: Duration) {
333                 self.undecayed_penalty_msat = self.decayed_penalty_msat(half_life) + failure_penalty_msat;
334                 self.last_updated = T::now();
335         }
336
337         fn reduce_penalty(&mut self, half_life: Duration) {
338                 self.undecayed_penalty_msat = self.decayed_penalty_msat(half_life) >> 1;
339                 self.last_updated = T::now();
340         }
341
342         fn decayed_penalty_msat(&self, half_life: Duration) -> u64 {
343                 self.last_updated.elapsed().as_secs()
344                         .checked_div(half_life.as_secs())
345                         .and_then(|decays| self.undecayed_penalty_msat.checked_shr(decays as u32))
346                         .unwrap_or(0)
347         }
348 }
349
350 impl<T: Time> Default for ScorerUsingTime<T> {
351         fn default() -> Self {
352                 Self::new(ScoringParameters::default())
353         }
354 }
355
356 impl Default for ScoringParameters {
357         fn default() -> Self {
358                 Self {
359                         base_penalty_msat: 500,
360                         failure_penalty_msat: 1024 * 1000,
361                         failure_penalty_half_life: Duration::from_secs(3600),
362                         overuse_penalty_start_1024th: 1024 / 8,
363                         overuse_penalty_msat_per_1024th: 20,
364                 }
365         }
366 }
367
368 impl<T: Time> Score for ScorerUsingTime<T> {
369         fn channel_penalty_msat(
370                 &self, short_channel_id: u64, send_amt_msat: u64, capacity_msat: u64, _source: &NodeId, _target: &NodeId
371         ) -> u64 {
372                 let failure_penalty_msat = self.channel_failures
373                         .get(&short_channel_id)
374                         .map_or(0, |value| value.decayed_penalty_msat(self.params.failure_penalty_half_life));
375
376                 let mut penalty_msat = self.params.base_penalty_msat + failure_penalty_msat;
377                 let send_1024ths = send_amt_msat.checked_mul(1024).unwrap_or(u64::max_value()) / capacity_msat;
378                 if send_1024ths > self.params.overuse_penalty_start_1024th as u64 {
379                         penalty_msat = penalty_msat.checked_add(
380                                         (send_1024ths - self.params.overuse_penalty_start_1024th as u64)
381                                         .checked_mul(self.params.overuse_penalty_msat_per_1024th).unwrap_or(u64::max_value()))
382                                 .unwrap_or(u64::max_value());
383                 }
384
385                 penalty_msat
386         }
387
388         fn payment_path_failed(&mut self, _path: &[&RouteHop], short_channel_id: u64) {
389                 let failure_penalty_msat = self.params.failure_penalty_msat;
390                 let half_life = self.params.failure_penalty_half_life;
391                 self.channel_failures
392                         .entry(short_channel_id)
393                         .and_modify(|failure| failure.add_penalty(failure_penalty_msat, half_life))
394                         .or_insert_with(|| ChannelFailure::new(failure_penalty_msat));
395         }
396
397         fn payment_path_successful(&mut self, path: &[&RouteHop]) {
398                 let half_life = self.params.failure_penalty_half_life;
399                 for hop in path.iter() {
400                         self.channel_failures
401                                 .entry(hop.short_channel_id)
402                                 .and_modify(|failure| failure.reduce_penalty(half_life));
403                 }
404         }
405 }
406
407 impl<T: Time> Writeable for ScorerUsingTime<T> {
408         #[inline]
409         fn write<W: Writer>(&self, w: &mut W) -> Result<(), io::Error> {
410                 self.params.write(w)?;
411                 self.channel_failures.write(w)?;
412                 write_tlv_fields!(w, {});
413                 Ok(())
414         }
415 }
416
417 impl<T: Time> Readable for ScorerUsingTime<T> {
418         #[inline]
419         fn read<R: Read>(r: &mut R) -> Result<Self, DecodeError> {
420                 let res = Ok(Self {
421                         params: Readable::read(r)?,
422                         channel_failures: Readable::read(r)?,
423                 });
424                 read_tlv_fields!(r, {});
425                 res
426         }
427 }
428
429 impl<T: Time> Writeable for ChannelFailure<T> {
430         #[inline]
431         fn write<W: Writer>(&self, w: &mut W) -> Result<(), io::Error> {
432                 let duration_since_epoch = T::duration_since_epoch() - self.last_updated.elapsed();
433                 write_tlv_fields!(w, {
434                         (0, self.undecayed_penalty_msat, required),
435                         (2, duration_since_epoch, required),
436                 });
437                 Ok(())
438         }
439 }
440
441 impl<T: Time> Readable for ChannelFailure<T> {
442         #[inline]
443         fn read<R: Read>(r: &mut R) -> Result<Self, DecodeError> {
444                 let mut undecayed_penalty_msat = 0;
445                 let mut duration_since_epoch = Duration::from_secs(0);
446                 read_tlv_fields!(r, {
447                         (0, undecayed_penalty_msat, required),
448                         (2, duration_since_epoch, required),
449                 });
450                 Ok(Self {
451                         undecayed_penalty_msat,
452                         last_updated: T::now() - (T::duration_since_epoch() - duration_since_epoch),
453                 })
454         }
455 }
456
457 /// [`Score`] implementation using channel success probability distributions.
458 ///
459 /// Based on *Optimally Reliable & Cheap Payment Flows on the Lightning Network* by Rene Pickhardt
460 /// and Stefan Richter [[1]]. Given the uncertainty of channel liquidity balances, probability
461 /// distributions are defined based on knowledge learned from successful and unsuccessful attempts.
462 /// Then the negative log of the success probability is used to determine the cost of routing a
463 /// specific HTLC amount through a channel.
464 ///
465 /// [1]: https://arxiv.org/abs/2107.05322
466 pub struct ProbabilisticScorer<G: Deref<Target = NetworkGraph>> {
467         params: ProbabilisticScoringParameters,
468         node_id: NodeId,
469         network_graph: G,
470         // TODO: Remove entries of closed channels.
471         channel_liquidities: HashMap<u64, ChannelLiquidity>,
472 }
473
474 /// Parameters for configuring [`ProbabilisticScorer`].
475 pub struct ProbabilisticScoringParameters {
476         /// A penalty applied after multiplying by the negative log of channel's success probability for
477         /// a payment.
478         ///
479         /// The success probability is determined by the effective channel capacity, the payment amount,
480         /// and knowledge learned from prior successful and unsuccessful payments.
481         ///
482         /// Default value: 1,000 msat
483         pub liquidity_penalty_multiplier_msat: u64,
484 }
485
486 impl_writeable_tlv_based!(ProbabilisticScoringParameters, {
487         (0, liquidity_penalty_multiplier_msat, required),
488 });
489
490 /// Accounting for channel liquidity balance uncertainty.
491 ///
492 /// Direction is defined in terms of [`NodeId`] partial ordering, where the source node is the
493 /// first node in the ordering of the channel's counterparties. Thus, swapping the two liquidity
494 /// offset fields gives the opposite direction.
495 struct ChannelLiquidity {
496         min_liquidity_offset_msat: u64,
497         max_liquidity_offset_msat: u64,
498 }
499
500 /// A view of [`ChannelLiquidity`] in one direction assuming a certain channel capacity.
501 struct DirectedChannelLiquidity<L: Deref<Target = u64>> {
502         min_liquidity_offset_msat: L,
503         max_liquidity_offset_msat: L,
504         capacity_msat: u64,
505 }
506
507 /// The likelihood of an event occurring.
508 enum Probability {
509         Zero,
510         One,
511         Ratio { numerator: u64, denominator: u64 },
512 }
513
514 impl<G: Deref<Target = NetworkGraph>> ProbabilisticScorer<G> {
515         /// Creates a new scorer using the given scoring parameters for sending payments from a node
516         /// through a network graph.
517         pub fn new(
518                 params: ProbabilisticScoringParameters, node_pubkey: PublicKey, network_graph: G
519         ) -> Self {
520                 Self {
521                         params,
522                         node_id: NodeId::from_pubkey(&node_pubkey),
523                         network_graph,
524                         channel_liquidities: HashMap::new(),
525                 }
526         }
527
528         #[cfg(test)]
529         fn with_channel(mut self, short_channel_id: u64, liquidity: ChannelLiquidity) -> Self {
530                 assert!(self.channel_liquidities.insert(short_channel_id, liquidity).is_none());
531                 self
532         }
533 }
534
535 impl Default for ProbabilisticScoringParameters {
536         fn default() -> Self {
537                 Self {
538                         liquidity_penalty_multiplier_msat: 1000,
539                 }
540         }
541 }
542
543 impl ChannelLiquidity {
544         #[inline]
545         fn new() -> Self {
546                 Self {
547                         min_liquidity_offset_msat: 0,
548                         max_liquidity_offset_msat: 0,
549                 }
550         }
551
552         /// Returns a view of the channel liquidity directed from `source` to `target` assuming
553         /// `capacity_msat`.
554         fn as_directed(
555                 &self, source: &NodeId, target: &NodeId, capacity_msat: u64
556         ) -> DirectedChannelLiquidity<&u64> {
557                 let (min_liquidity_offset_msat, max_liquidity_offset_msat) = if source < target {
558                         (&self.min_liquidity_offset_msat, &self.max_liquidity_offset_msat)
559                 } else {
560                         (&self.max_liquidity_offset_msat, &self.min_liquidity_offset_msat)
561                 };
562
563                 DirectedChannelLiquidity {
564                         min_liquidity_offset_msat,
565                         max_liquidity_offset_msat,
566                         capacity_msat,
567                 }
568         }
569
570         /// Returns a mutable view of the channel liquidity directed from `source` to `target` assuming
571         /// `capacity_msat`.
572         fn as_directed_mut(
573                 &mut self, source: &NodeId, target: &NodeId, capacity_msat: u64
574         ) -> DirectedChannelLiquidity<&mut u64> {
575                 let (min_liquidity_offset_msat, max_liquidity_offset_msat) = if source < target {
576                         (&mut self.min_liquidity_offset_msat, &mut self.max_liquidity_offset_msat)
577                 } else {
578                         (&mut self.max_liquidity_offset_msat, &mut self.min_liquidity_offset_msat)
579                 };
580
581                 DirectedChannelLiquidity {
582                         min_liquidity_offset_msat,
583                         max_liquidity_offset_msat,
584                         capacity_msat,
585                 }
586         }
587 }
588
589 impl<L: Deref<Target = u64>> DirectedChannelLiquidity<L> {
590         /// Returns the success probability of routing the given HTLC `amount_msat` through the channel
591         /// in this direction.
592         fn success_probability(&self, amount_msat: u64) -> Probability {
593                 let max_liquidity_msat = self.max_liquidity_msat();
594                 let min_liquidity_msat = core::cmp::min(self.min_liquidity_msat(), max_liquidity_msat);
595                 if amount_msat > max_liquidity_msat {
596                         Probability::Zero
597                 } else if amount_msat < min_liquidity_msat {
598                         Probability::One
599                 } else {
600                         let numerator = max_liquidity_msat + 1 - amount_msat;
601                         let denominator = max_liquidity_msat + 1 - min_liquidity_msat;
602                         if numerator == denominator {
603                                 Probability::One
604                         } else {
605                                 Probability::Ratio { numerator, denominator }
606                         }
607                 }
608         }
609
610         /// Returns the lower bound of the channel liquidity balance in this direction.
611         fn min_liquidity_msat(&self) -> u64 {
612                 *self.min_liquidity_offset_msat
613         }
614
615         /// Returns the upper bound of the channel liquidity balance in this direction.
616         fn max_liquidity_msat(&self) -> u64 {
617                 self.capacity_msat.checked_sub(*self.max_liquidity_offset_msat).unwrap_or(0)
618         }
619 }
620
621 impl<L: DerefMut<Target = u64>> DirectedChannelLiquidity<L> {
622         /// Adjusts the channel liquidity balance bounds when failing to route `amount_msat`.
623         fn failed_at_channel(&mut self, amount_msat: u64) {
624                 if amount_msat < self.max_liquidity_msat() {
625                         self.set_max_liquidity_msat(amount_msat);
626                 }
627         }
628
629         /// Adjusts the channel liquidity balance bounds when failing to route `amount_msat` downstream.
630         fn failed_downstream(&mut self, amount_msat: u64) {
631                 if amount_msat > self.min_liquidity_msat() {
632                         self.set_min_liquidity_msat(amount_msat);
633                 }
634         }
635
636         /// Adjusts the channel liquidity balance bounds when successfully routing `amount_msat`.
637         fn successful(&mut self, amount_msat: u64) {
638                 let max_liquidity_msat = self.max_liquidity_msat().checked_sub(amount_msat).unwrap_or(0);
639                 self.set_max_liquidity_msat(max_liquidity_msat);
640         }
641
642         /// Adjusts the lower bound of the channel liquidity balance in this direction.
643         fn set_min_liquidity_msat(&mut self, amount_msat: u64) {
644                 *self.min_liquidity_offset_msat = amount_msat;
645
646                 if amount_msat > self.max_liquidity_msat() {
647                         *self.max_liquidity_offset_msat = 0;
648                 }
649         }
650
651         /// Adjusts the upper bound of the channel liquidity balance in this direction.
652         fn set_max_liquidity_msat(&mut self, amount_msat: u64) {
653                 *self.max_liquidity_offset_msat = self.capacity_msat.checked_sub(amount_msat).unwrap_or(0);
654
655                 if amount_msat < self.min_liquidity_msat() {
656                         *self.min_liquidity_offset_msat = 0;
657                 }
658         }
659 }
660
661 impl<G: Deref<Target = NetworkGraph>> Score for ProbabilisticScorer<G> {
662         fn channel_penalty_msat(
663                 &self, short_channel_id: u64, amount_msat: u64, capacity_msat: u64, source: &NodeId,
664                 target: &NodeId
665         ) -> u64 {
666                 if *source == self.node_id || *target == self.node_id {
667                         return 0;
668                 }
669
670                 let liquidity_penalty_multiplier_msat = self.params.liquidity_penalty_multiplier_msat;
671                 let success_probability = self.channel_liquidities
672                         .get(&short_channel_id)
673                         .unwrap_or(&ChannelLiquidity::new())
674                         .as_directed(source, target, capacity_msat)
675                         .success_probability(amount_msat);
676                 match success_probability {
677                         Probability::Zero => u64::max_value(),
678                         Probability::One => 0,
679                         Probability::Ratio { numerator, denominator } => {
680                                 let success_probability = numerator as f64 / denominator as f64;
681                                 (-(success_probability.log10()) * liquidity_penalty_multiplier_msat as f64) as u64
682                         },
683                 }
684         }
685
686         fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
687                 let amount_msat = path.split_last().map(|(hop, _)| hop.fee_msat).unwrap_or(0);
688                 let network_graph = self.network_graph.read_only();
689                 let hop_sources = core::iter::once(self.node_id)
690                         .chain(path.iter().map(|hop| NodeId::from_pubkey(&hop.pubkey)));
691                 for (source, hop) in hop_sources.zip(path.iter()) {
692                         let target = NodeId::from_pubkey(&hop.pubkey);
693                         if source == self.node_id || target == self.node_id {
694                                 continue;
695                         }
696
697                         let capacity_msat = network_graph.channels()
698                                 .get(&hop.short_channel_id)
699                                 .and_then(|channel| channel.as_directed_to(&target).map(|d| d.effective_capacity()))
700                                 .unwrap_or(EffectiveCapacity::Unknown)
701                                 .as_msat();
702
703                         if hop.short_channel_id == short_channel_id {
704                                 self.channel_liquidities
705                                         .entry(hop.short_channel_id)
706                                         .or_insert_with(|| ChannelLiquidity::new())
707                                         .as_directed_mut(&source, &target, capacity_msat)
708                                         .failed_at_channel(amount_msat);
709                                 break;
710                         }
711
712                         self.channel_liquidities
713                                 .entry(hop.short_channel_id)
714                                 .or_insert_with(|| ChannelLiquidity::new())
715                                 .as_directed_mut(&source, &target, capacity_msat)
716                                 .failed_downstream(amount_msat);
717                 }
718         }
719
720         fn payment_path_successful(&mut self, path: &[&RouteHop]) {
721                 let amount_msat = path.split_last().map(|(hop, _)| hop.fee_msat).unwrap_or(0);
722                 let network_graph = self.network_graph.read_only();
723                 let hop_sources = core::iter::once(self.node_id)
724                         .chain(path.iter().map(|hop| NodeId::from_pubkey(&hop.pubkey)));
725                 for (source, hop) in hop_sources.zip(path.iter()) {
726                         let target = NodeId::from_pubkey(&hop.pubkey);
727                         if source == self.node_id || target == self.node_id {
728                                 continue;
729                         }
730
731                         let capacity_msat = network_graph.channels()
732                                 .get(&hop.short_channel_id)
733                                 .and_then(|channel| channel.as_directed_to(&target).map(|d| d.effective_capacity()))
734                                 .unwrap_or(EffectiveCapacity::Unknown)
735                                 .as_msat();
736
737                         self.channel_liquidities
738                                 .entry(hop.short_channel_id)
739                                 .or_insert_with(|| ChannelLiquidity::new())
740                                 .as_directed_mut(&source, &target, capacity_msat)
741                                 .successful(amount_msat);
742                 }
743         }
744 }
745
746 impl<G: Deref<Target = NetworkGraph>> Writeable for ProbabilisticScorer<G> {
747         #[inline]
748         fn write<W: Writer>(&self, w: &mut W) -> Result<(), io::Error> {
749                 self.params.write(w)?;
750                 self.node_id.write(w)?;
751                 self.channel_liquidities.write(w)?;
752                 write_tlv_fields!(w, {});
753                 Ok(())
754         }
755 }
756
757 impl<G: Deref<Target = NetworkGraph>> ReadableArgs<G> for ProbabilisticScorer<G> {
758         #[inline]
759         fn read<R: Read>(r: &mut R, args: G) -> Result<Self, DecodeError> {
760                 let res = Ok(Self {
761                         params: Readable::read(r)?,
762                         node_id: Readable::read(r)?,
763                         network_graph: args,
764                         channel_liquidities: Readable::read(r)?,
765                 });
766                 read_tlv_fields!(r, {});
767                 res
768         }
769 }
770
771 impl Writeable for ChannelLiquidity {
772         #[inline]
773         fn write<W: Writer>(&self, w: &mut W) -> Result<(), io::Error> {
774                 write_tlv_fields!(w, {
775                         (0, self.min_liquidity_offset_msat, required),
776                         (2, self.max_liquidity_offset_msat, required),
777                 });
778                 Ok(())
779         }
780 }
781
782 impl Readable for ChannelLiquidity {
783         #[inline]
784         fn read<R: Read>(r: &mut R) -> Result<Self, DecodeError> {
785                 let mut min_liquidity_offset_msat = 0;
786                 let mut max_liquidity_offset_msat = 0;
787                 read_tlv_fields!(r, {
788                         (0, min_liquidity_offset_msat, required),
789                         (2, max_liquidity_offset_msat, required),
790                 });
791                 Ok(Self {
792                         min_liquidity_offset_msat,
793                         max_liquidity_offset_msat
794                 })
795         }
796 }
797
798 pub(crate) mod time {
799         use core::ops::Sub;
800         use core::time::Duration;
801         /// A measurement of time.
802         pub trait Time: Sub<Duration, Output = Self> where Self: Sized {
803                 /// Returns an instance corresponding to the current moment.
804                 fn now() -> Self;
805
806                 /// Returns the amount of time elapsed since `self` was created.
807                 fn elapsed(&self) -> Duration;
808
809                 /// Returns the amount of time passed since the beginning of [`Time`].
810                 ///
811                 /// Used during (de-)serialization.
812                 fn duration_since_epoch() -> Duration;
813         }
814
815         /// A state in which time has no meaning.
816         #[derive(Debug, PartialEq, Eq)]
817         pub struct Eternity;
818
819         #[cfg(not(feature = "no-std"))]
820         impl Time for std::time::Instant {
821                 fn now() -> Self {
822                         std::time::Instant::now()
823                 }
824
825                 fn duration_since_epoch() -> Duration {
826                         use std::time::SystemTime;
827                         SystemTime::now().duration_since(SystemTime::UNIX_EPOCH).unwrap()
828                 }
829
830                 fn elapsed(&self) -> Duration {
831                         std::time::Instant::elapsed(self)
832                 }
833         }
834
835         impl Time for Eternity {
836                 fn now() -> Self {
837                         Self
838                 }
839
840                 fn duration_since_epoch() -> Duration {
841                         Duration::from_secs(0)
842                 }
843
844                 fn elapsed(&self) -> Duration {
845                         Duration::from_secs(0)
846                 }
847         }
848
849         impl Sub<Duration> for Eternity {
850                 type Output = Self;
851
852                 fn sub(self, _other: Duration) -> Self {
853                         self
854                 }
855         }
856 }
857
858 pub(crate) use self::time::Time;
859
860 #[cfg(test)]
861 mod tests {
862         use super::{ChannelLiquidity, ProbabilisticScoringParameters, ProbabilisticScorer, ScoringParameters, ScorerUsingTime, Time};
863         use super::time::Eternity;
864
865         use ln::features::{ChannelFeatures, NodeFeatures};
866         use ln::msgs::{ChannelAnnouncement, ChannelUpdate, OptionalField, UnsignedChannelAnnouncement, UnsignedChannelUpdate};
867         use routing::scoring::Score;
868         use routing::network_graph::{NetworkGraph, NodeId};
869         use routing::router::RouteHop;
870         use util::ser::{Readable, Writeable};
871
872         use bitcoin::blockdata::constants::genesis_block;
873         use bitcoin::hashes::Hash;
874         use bitcoin::hashes::sha256d::Hash as Sha256dHash;
875         use bitcoin::network::constants::Network;
876         use bitcoin::secp256k1::{PublicKey, Secp256k1, SecretKey};
877         use core::cell::Cell;
878         use core::ops::Sub;
879         use core::time::Duration;
880         use io;
881
882         // `Time` tests
883
884         /// Time that can be advanced manually in tests.
885         #[derive(Debug, PartialEq, Eq)]
886         struct SinceEpoch(Duration);
887
888         impl SinceEpoch {
889                 thread_local! {
890                         static ELAPSED: Cell<Duration> = core::cell::Cell::new(Duration::from_secs(0));
891                 }
892
893                 fn advance(duration: Duration) {
894                         Self::ELAPSED.with(|elapsed| elapsed.set(elapsed.get() + duration))
895                 }
896         }
897
898         impl Time for SinceEpoch {
899                 fn now() -> Self {
900                         Self(Self::duration_since_epoch())
901                 }
902
903                 fn duration_since_epoch() -> Duration {
904                         Self::ELAPSED.with(|elapsed| elapsed.get())
905                 }
906
907                 fn elapsed(&self) -> Duration {
908                         Self::duration_since_epoch() - self.0
909                 }
910         }
911
912         impl Sub<Duration> for SinceEpoch {
913                 type Output = Self;
914
915                 fn sub(self, other: Duration) -> Self {
916                         Self(self.0 - other)
917                 }
918         }
919
920         #[test]
921         fn time_passes_when_advanced() {
922                 let now = SinceEpoch::now();
923                 assert_eq!(now.elapsed(), Duration::from_secs(0));
924
925                 SinceEpoch::advance(Duration::from_secs(1));
926                 SinceEpoch::advance(Duration::from_secs(1));
927
928                 let elapsed = now.elapsed();
929                 let later = SinceEpoch::now();
930
931                 assert_eq!(elapsed, Duration::from_secs(2));
932                 assert_eq!(later - elapsed, now);
933         }
934
935         #[test]
936         fn time_never_passes_in_an_eternity() {
937                 let now = Eternity::now();
938                 let elapsed = now.elapsed();
939                 let later = Eternity::now();
940
941                 assert_eq!(now.elapsed(), Duration::from_secs(0));
942                 assert_eq!(later - elapsed, now);
943         }
944
945         // `Scorer` tests
946
947         /// A scorer for testing with time that can be manually advanced.
948         type Scorer = ScorerUsingTime::<SinceEpoch>;
949
950         fn source_privkey() -> SecretKey {
951                 SecretKey::from_slice(&[42; 32]).unwrap()
952         }
953
954         fn target_privkey() -> SecretKey {
955                 SecretKey::from_slice(&[43; 32]).unwrap()
956         }
957
958         fn source_pubkey() -> PublicKey {
959                 let secp_ctx = Secp256k1::new();
960                 PublicKey::from_secret_key(&secp_ctx, &source_privkey())
961         }
962
963         fn target_pubkey() -> PublicKey {
964                 let secp_ctx = Secp256k1::new();
965                 PublicKey::from_secret_key(&secp_ctx, &target_privkey())
966         }
967
968         fn source_node_id() -> NodeId {
969                 NodeId::from_pubkey(&source_pubkey())
970         }
971
972         fn target_node_id() -> NodeId {
973                 NodeId::from_pubkey(&target_pubkey())
974         }
975
976         #[test]
977         fn penalizes_without_channel_failures() {
978                 let scorer = Scorer::new(ScoringParameters {
979                         base_penalty_msat: 1_000,
980                         failure_penalty_msat: 512,
981                         failure_penalty_half_life: Duration::from_secs(1),
982                         overuse_penalty_start_1024th: 1024,
983                         overuse_penalty_msat_per_1024th: 0,
984                 });
985                 let source = source_node_id();
986                 let target = target_node_id();
987                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
988
989                 SinceEpoch::advance(Duration::from_secs(1));
990                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
991         }
992
993         #[test]
994         fn accumulates_channel_failure_penalties() {
995                 let mut scorer = Scorer::new(ScoringParameters {
996                         base_penalty_msat: 1_000,
997                         failure_penalty_msat: 64,
998                         failure_penalty_half_life: Duration::from_secs(10),
999                         overuse_penalty_start_1024th: 1024,
1000                         overuse_penalty_msat_per_1024th: 0,
1001                 });
1002                 let source = source_node_id();
1003                 let target = target_node_id();
1004                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1005
1006                 scorer.payment_path_failed(&[], 42);
1007                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_064);
1008
1009                 scorer.payment_path_failed(&[], 42);
1010                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_128);
1011
1012                 scorer.payment_path_failed(&[], 42);
1013                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_192);
1014         }
1015
1016         #[test]
1017         fn decays_channel_failure_penalties_over_time() {
1018                 let mut scorer = Scorer::new(ScoringParameters {
1019                         base_penalty_msat: 1_000,
1020                         failure_penalty_msat: 512,
1021                         failure_penalty_half_life: Duration::from_secs(10),
1022                         overuse_penalty_start_1024th: 1024,
1023                         overuse_penalty_msat_per_1024th: 0,
1024                 });
1025                 let source = source_node_id();
1026                 let target = target_node_id();
1027                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1028
1029                 scorer.payment_path_failed(&[], 42);
1030                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1031
1032                 SinceEpoch::advance(Duration::from_secs(9));
1033                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1034
1035                 SinceEpoch::advance(Duration::from_secs(1));
1036                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1037
1038                 SinceEpoch::advance(Duration::from_secs(10 * 8));
1039                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_001);
1040
1041                 SinceEpoch::advance(Duration::from_secs(10));
1042                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1043
1044                 SinceEpoch::advance(Duration::from_secs(10));
1045                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1046         }
1047
1048         #[test]
1049         fn decays_channel_failure_penalties_without_shift_overflow() {
1050                 let mut scorer = Scorer::new(ScoringParameters {
1051                         base_penalty_msat: 1_000,
1052                         failure_penalty_msat: 512,
1053                         failure_penalty_half_life: Duration::from_secs(10),
1054                         overuse_penalty_start_1024th: 1024,
1055                         overuse_penalty_msat_per_1024th: 0,
1056                 });
1057                 let source = source_node_id();
1058                 let target = target_node_id();
1059                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1060
1061                 scorer.payment_path_failed(&[], 42);
1062                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1063
1064                 // An unchecked right shift 64 bits or more in ChannelFailure::decayed_penalty_msat would
1065                 // cause an overflow.
1066                 SinceEpoch::advance(Duration::from_secs(10 * 64));
1067                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1068
1069                 SinceEpoch::advance(Duration::from_secs(10));
1070                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1071         }
1072
1073         #[test]
1074         fn accumulates_channel_failure_penalties_after_decay() {
1075                 let mut scorer = Scorer::new(ScoringParameters {
1076                         base_penalty_msat: 1_000,
1077                         failure_penalty_msat: 512,
1078                         failure_penalty_half_life: Duration::from_secs(10),
1079                         overuse_penalty_start_1024th: 1024,
1080                         overuse_penalty_msat_per_1024th: 0,
1081                 });
1082                 let source = source_node_id();
1083                 let target = target_node_id();
1084                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1085
1086                 scorer.payment_path_failed(&[], 42);
1087                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1088
1089                 SinceEpoch::advance(Duration::from_secs(10));
1090                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1091
1092                 scorer.payment_path_failed(&[], 42);
1093                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_768);
1094
1095                 SinceEpoch::advance(Duration::from_secs(10));
1096                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_384);
1097         }
1098
1099         #[test]
1100         fn reduces_channel_failure_penalties_after_success() {
1101                 let mut scorer = Scorer::new(ScoringParameters {
1102                         base_penalty_msat: 1_000,
1103                         failure_penalty_msat: 512,
1104                         failure_penalty_half_life: Duration::from_secs(10),
1105                         overuse_penalty_start_1024th: 1024,
1106                         overuse_penalty_msat_per_1024th: 0,
1107                 });
1108                 let source = source_node_id();
1109                 let target = target_node_id();
1110                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_000);
1111
1112                 scorer.payment_path_failed(&[], 42);
1113                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1114
1115                 SinceEpoch::advance(Duration::from_secs(10));
1116                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1117
1118                 let hop = RouteHop {
1119                         pubkey: PublicKey::from_slice(target.as_slice()).unwrap(),
1120                         node_features: NodeFeatures::known(),
1121                         short_channel_id: 42,
1122                         channel_features: ChannelFeatures::known(),
1123                         fee_msat: 1,
1124                         cltv_expiry_delta: 18,
1125                 };
1126                 scorer.payment_path_successful(&[&hop]);
1127                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_128);
1128
1129                 SinceEpoch::advance(Duration::from_secs(10));
1130                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_064);
1131         }
1132
1133         #[test]
1134         fn restores_persisted_channel_failure_penalties() {
1135                 let mut scorer = Scorer::new(ScoringParameters {
1136                         base_penalty_msat: 1_000,
1137                         failure_penalty_msat: 512,
1138                         failure_penalty_half_life: Duration::from_secs(10),
1139                         overuse_penalty_start_1024th: 1024,
1140                         overuse_penalty_msat_per_1024th: 0,
1141                 });
1142                 let source = source_node_id();
1143                 let target = target_node_id();
1144
1145                 scorer.payment_path_failed(&[], 42);
1146                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1147
1148                 SinceEpoch::advance(Duration::from_secs(10));
1149                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1150
1151                 scorer.payment_path_failed(&[], 43);
1152                 assert_eq!(scorer.channel_penalty_msat(43, 1, 1, &source, &target), 1_512);
1153
1154                 let mut serialized_scorer = Vec::new();
1155                 scorer.write(&mut serialized_scorer).unwrap();
1156
1157                 let deserialized_scorer = <Scorer>::read(&mut io::Cursor::new(&serialized_scorer)).unwrap();
1158                 assert_eq!(deserialized_scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1159                 assert_eq!(deserialized_scorer.channel_penalty_msat(43, 1, 1, &source, &target), 1_512);
1160         }
1161
1162         #[test]
1163         fn decays_persisted_channel_failure_penalties() {
1164                 let mut scorer = Scorer::new(ScoringParameters {
1165                         base_penalty_msat: 1_000,
1166                         failure_penalty_msat: 512,
1167                         failure_penalty_half_life: Duration::from_secs(10),
1168                         overuse_penalty_start_1024th: 1024,
1169                         overuse_penalty_msat_per_1024th: 0,
1170                 });
1171                 let source = source_node_id();
1172                 let target = target_node_id();
1173
1174                 scorer.payment_path_failed(&[], 42);
1175                 assert_eq!(scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_512);
1176
1177                 let mut serialized_scorer = Vec::new();
1178                 scorer.write(&mut serialized_scorer).unwrap();
1179
1180                 SinceEpoch::advance(Duration::from_secs(10));
1181
1182                 let deserialized_scorer = <Scorer>::read(&mut io::Cursor::new(&serialized_scorer)).unwrap();
1183                 assert_eq!(deserialized_scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_256);
1184
1185                 SinceEpoch::advance(Duration::from_secs(10));
1186                 assert_eq!(deserialized_scorer.channel_penalty_msat(42, 1, 1, &source, &target), 1_128);
1187         }
1188
1189         #[test]
1190         fn charges_per_1024th_penalty() {
1191                 let scorer = Scorer::new(ScoringParameters {
1192                         base_penalty_msat: 0,
1193                         failure_penalty_msat: 0,
1194                         failure_penalty_half_life: Duration::from_secs(0),
1195                         overuse_penalty_start_1024th: 256,
1196                         overuse_penalty_msat_per_1024th: 100,
1197                 });
1198                 let source = source_node_id();
1199                 let target = target_node_id();
1200
1201                 assert_eq!(scorer.channel_penalty_msat(42, 1_000, 1_024_000, &source, &target), 0);
1202                 assert_eq!(scorer.channel_penalty_msat(42, 256_999, 1_024_000, &source, &target), 0);
1203                 assert_eq!(scorer.channel_penalty_msat(42, 257_000, 1_024_000, &source, &target), 100);
1204                 assert_eq!(scorer.channel_penalty_msat(42, 258_000, 1_024_000, &source, &target), 200);
1205                 assert_eq!(scorer.channel_penalty_msat(42, 512_000, 1_024_000, &source, &target), 256 * 100);
1206         }
1207
1208         // `ProbabilisticScorer` tests
1209
1210         fn sender_privkey() -> SecretKey {
1211                 SecretKey::from_slice(&[41; 32]).unwrap()
1212         }
1213
1214         fn recipient_privkey() -> SecretKey {
1215                 SecretKey::from_slice(&[45; 32]).unwrap()
1216         }
1217
1218         fn sender_pubkey() -> PublicKey {
1219                 let secp_ctx = Secp256k1::new();
1220                 PublicKey::from_secret_key(&secp_ctx, &sender_privkey())
1221         }
1222
1223         fn recipient_pubkey() -> PublicKey {
1224                 let secp_ctx = Secp256k1::new();
1225                 PublicKey::from_secret_key(&secp_ctx, &recipient_privkey())
1226         }
1227
1228         fn sender_node_id() -> NodeId {
1229                 NodeId::from_pubkey(&sender_pubkey())
1230         }
1231
1232         fn recipient_node_id() -> NodeId {
1233                 NodeId::from_pubkey(&recipient_pubkey())
1234         }
1235
1236         fn network_graph() -> NetworkGraph {
1237                 let genesis_hash = genesis_block(Network::Testnet).header.block_hash();
1238                 let mut network_graph = NetworkGraph::new(genesis_hash);
1239                 add_channel(&mut network_graph, 41, sender_privkey(), source_privkey());
1240                 add_channel(&mut network_graph, 42, source_privkey(), target_privkey());
1241                 add_channel(&mut network_graph, 43, target_privkey(), recipient_privkey());
1242
1243                 network_graph
1244         }
1245
1246         fn add_channel(
1247                 network_graph: &mut NetworkGraph, short_channel_id: u64, node_1_key: SecretKey,
1248                 node_2_key: SecretKey
1249         ) {
1250                 let genesis_hash = genesis_block(Network::Testnet).header.block_hash();
1251                 let node_1_secret = &SecretKey::from_slice(&[39; 32]).unwrap();
1252                 let node_2_secret = &SecretKey::from_slice(&[40; 32]).unwrap();
1253                 let secp_ctx = Secp256k1::new();
1254                 let unsigned_announcement = UnsignedChannelAnnouncement {
1255                         features: ChannelFeatures::known(),
1256                         chain_hash: genesis_hash,
1257                         short_channel_id,
1258                         node_id_1: PublicKey::from_secret_key(&secp_ctx, &node_1_key),
1259                         node_id_2: PublicKey::from_secret_key(&secp_ctx, &node_2_key),
1260                         bitcoin_key_1: PublicKey::from_secret_key(&secp_ctx, &node_1_secret),
1261                         bitcoin_key_2: PublicKey::from_secret_key(&secp_ctx, &node_2_secret),
1262                         excess_data: Vec::new(),
1263                 };
1264                 let msghash = hash_to_message!(&Sha256dHash::hash(&unsigned_announcement.encode()[..])[..]);
1265                 let signed_announcement = ChannelAnnouncement {
1266                         node_signature_1: secp_ctx.sign(&msghash, &node_1_key),
1267                         node_signature_2: secp_ctx.sign(&msghash, &node_2_key),
1268                         bitcoin_signature_1: secp_ctx.sign(&msghash, &node_1_secret),
1269                         bitcoin_signature_2: secp_ctx.sign(&msghash, &node_2_secret),
1270                         contents: unsigned_announcement,
1271                 };
1272                 let chain_source: Option<&::util::test_utils::TestChainSource> = None;
1273                 network_graph.update_channel_from_announcement(
1274                         &signed_announcement, &chain_source, &secp_ctx).unwrap();
1275                 update_channel(network_graph, short_channel_id, node_1_key, 0);
1276                 update_channel(network_graph, short_channel_id, node_2_key, 1);
1277         }
1278
1279         fn update_channel(
1280                 network_graph: &mut NetworkGraph, short_channel_id: u64, node_key: SecretKey, flags: u8
1281         ) {
1282                 let genesis_hash = genesis_block(Network::Testnet).header.block_hash();
1283                 let secp_ctx = Secp256k1::new();
1284                 let unsigned_update = UnsignedChannelUpdate {
1285                         chain_hash: genesis_hash,
1286                         short_channel_id,
1287                         timestamp: 100,
1288                         flags,
1289                         cltv_expiry_delta: 18,
1290                         htlc_minimum_msat: 0,
1291                         htlc_maximum_msat: OptionalField::Present(1_000),
1292                         fee_base_msat: 1,
1293                         fee_proportional_millionths: 0,
1294                         excess_data: Vec::new(),
1295                 };
1296                 let msghash = hash_to_message!(&Sha256dHash::hash(&unsigned_update.encode()[..])[..]);
1297                 let signed_update = ChannelUpdate {
1298                         signature: secp_ctx.sign(&msghash, &node_key),
1299                         contents: unsigned_update,
1300                 };
1301                 network_graph.update_channel(&signed_update, &secp_ctx).unwrap();
1302         }
1303
1304         fn payment_path(amount_msat: u64) -> Vec<RouteHop> {
1305                 vec![
1306                         RouteHop {
1307                                 pubkey: source_pubkey(),
1308                                 node_features: NodeFeatures::known(),
1309                                 short_channel_id: 41,
1310                                 channel_features: ChannelFeatures::known(),
1311                                 fee_msat: 1,
1312                                 cltv_expiry_delta: 18,
1313                         },
1314                         RouteHop {
1315                                 pubkey: target_pubkey(),
1316                                 node_features: NodeFeatures::known(),
1317                                 short_channel_id: 42,
1318                                 channel_features: ChannelFeatures::known(),
1319                                 fee_msat: 2,
1320                                 cltv_expiry_delta: 18,
1321                         },
1322                         RouteHop {
1323                                 pubkey: recipient_pubkey(),
1324                                 node_features: NodeFeatures::known(),
1325                                 short_channel_id: 43,
1326                                 channel_features: ChannelFeatures::known(),
1327                                 fee_msat: amount_msat,
1328                                 cltv_expiry_delta: 18,
1329                         },
1330                 ]
1331         }
1332
1333         #[test]
1334         fn liquidity_bounds_directed_from_lowest_node_id() {
1335                 let network_graph = network_graph();
1336                 let params = ProbabilisticScoringParameters::default();
1337                 let mut scorer = ProbabilisticScorer::new(params, sender_pubkey(), &network_graph)
1338                         .with_channel(42,
1339                                 ChannelLiquidity {
1340                                         min_liquidity_offset_msat: 700, max_liquidity_offset_msat: 100
1341                                 })
1342                         .with_channel(43,
1343                                 ChannelLiquidity {
1344                                         min_liquidity_offset_msat: 700, max_liquidity_offset_msat: 100
1345                                 });
1346                 let source = source_node_id();
1347                 let target = target_node_id();
1348                 let recipient = recipient_node_id();
1349
1350                 let liquidity = scorer.channel_liquidities.get_mut(&42).unwrap();
1351                 assert!(source > target);
1352                 assert_eq!(liquidity.as_directed(&source, &target, 1_000).min_liquidity_msat(), 100);
1353                 assert_eq!(liquidity.as_directed(&source, &target, 1_000).max_liquidity_msat(), 300);
1354                 assert_eq!(liquidity.as_directed(&target, &source, 1_000).min_liquidity_msat(), 700);
1355                 assert_eq!(liquidity.as_directed(&target, &source, 1_000).max_liquidity_msat(), 900);
1356
1357                 liquidity.as_directed_mut(&source, &target, 1_000).set_min_liquidity_msat(200);
1358                 assert_eq!(liquidity.as_directed(&source, &target, 1_000).min_liquidity_msat(), 200);
1359                 assert_eq!(liquidity.as_directed(&source, &target, 1_000).max_liquidity_msat(), 300);
1360                 assert_eq!(liquidity.as_directed(&target, &source, 1_000).min_liquidity_msat(), 700);
1361                 assert_eq!(liquidity.as_directed(&target, &source, 1_000).max_liquidity_msat(), 800);
1362
1363                 let liquidity = scorer.channel_liquidities.get_mut(&43).unwrap();
1364                 assert!(target < recipient);
1365                 assert_eq!(liquidity.as_directed(&target, &recipient, 1_000).min_liquidity_msat(), 700);
1366                 assert_eq!(liquidity.as_directed(&target, &recipient, 1_000).max_liquidity_msat(), 900);
1367                 assert_eq!(liquidity.as_directed(&recipient, &target, 1_000).min_liquidity_msat(), 100);
1368                 assert_eq!(liquidity.as_directed(&recipient, &target, 1_000).max_liquidity_msat(), 300);
1369
1370                 liquidity.as_directed_mut(&target, &recipient, 1_000).set_max_liquidity_msat(200);
1371                 assert_eq!(liquidity.as_directed(&target, &recipient, 1_000).min_liquidity_msat(), 0);
1372                 assert_eq!(liquidity.as_directed(&target, &recipient, 1_000).max_liquidity_msat(), 200);
1373                 assert_eq!(liquidity.as_directed(&recipient, &target, 1_000).min_liquidity_msat(), 800);
1374                 assert_eq!(liquidity.as_directed(&recipient, &target, 1_000).max_liquidity_msat(), 1000);
1375         }
1376
1377         #[test]
1378         fn increased_penalty_nearing_liquidity_upper_bound() {
1379                 let network_graph = network_graph();
1380                 let params = ProbabilisticScoringParameters::default();
1381                 let scorer = ProbabilisticScorer::new(params, sender_pubkey(), &network_graph);
1382                 let source = source_node_id();
1383                 let target = target_node_id();
1384
1385                 assert_eq!(scorer.channel_penalty_msat(42, 100, 100_000, &source, &target), 0);
1386                 assert_eq!(scorer.channel_penalty_msat(42, 1_000, 100_000, &source, &target), 4);
1387                 assert_eq!(scorer.channel_penalty_msat(42, 10_000, 100_000, &source, &target), 45);
1388                 assert_eq!(scorer.channel_penalty_msat(42, 100_000, 100_000, &source, &target), 5_000);
1389
1390                 assert_eq!(scorer.channel_penalty_msat(42, 125, 1_000, &source, &target), 57);
1391                 assert_eq!(scorer.channel_penalty_msat(42, 250, 1_000, &source, &target), 124);
1392                 assert_eq!(scorer.channel_penalty_msat(42, 375, 1_000, &source, &target), 203);
1393                 assert_eq!(scorer.channel_penalty_msat(42, 500, 1_000, &source, &target), 300);
1394                 assert_eq!(scorer.channel_penalty_msat(42, 625, 1_000, &source, &target), 425);
1395                 assert_eq!(scorer.channel_penalty_msat(42, 750, 1_000, &source, &target), 600);
1396                 assert_eq!(scorer.channel_penalty_msat(42, 875, 1_000, &source, &target), 900);
1397         }
1398
1399         #[test]
1400         fn constant_penalty_outside_liquidity_bounds() {
1401                 let network_graph = network_graph();
1402                 let params = ProbabilisticScoringParameters::default();
1403                 let scorer = ProbabilisticScorer::new(params, sender_pubkey(), &network_graph)
1404                         .with_channel(42,
1405                                 ChannelLiquidity { min_liquidity_offset_msat: 40, max_liquidity_offset_msat: 40 });
1406                 let source = source_node_id();
1407                 let target = target_node_id();
1408
1409                 assert_eq!(scorer.channel_penalty_msat(42, 39, 100, &source, &target), 0);
1410                 assert_ne!(scorer.channel_penalty_msat(42, 50, 100, &source, &target), 0);
1411                 assert_ne!(scorer.channel_penalty_msat(42, 50, 100, &source, &target), u64::max_value());
1412                 assert_eq!(scorer.channel_penalty_msat(42, 61, 100, &source, &target), u64::max_value());
1413         }
1414
1415         #[test]
1416         fn reduces_liquidity_upper_bound_on_success() {
1417                 let network_graph = network_graph();
1418                 let params = ProbabilisticScoringParameters::default();
1419                 let mut scorer = ProbabilisticScorer::new(params, sender_pubkey(), &network_graph)
1420                         .with_channel(42,
1421                                 ChannelLiquidity { min_liquidity_offset_msat: 700, max_liquidity_offset_msat: 0 })
1422                         .with_channel(43,
1423                                 ChannelLiquidity { min_liquidity_offset_msat: 0, max_liquidity_offset_msat: 400 });
1424                 let sender = sender_node_id();
1425                 let source = source_node_id();
1426                 let target = target_node_id();
1427                 let recipient = recipient_node_id();
1428                 let path = payment_path(200);
1429
1430                 assert_eq!(scorer.channel_penalty_msat(41, 200, 1_000, &sender, &source), 0);
1431                 assert_eq!(scorer.channel_penalty_msat(42, 200, 1_000, &source, &target), 474);
1432                 assert_eq!(scorer.channel_penalty_msat(43, 200, 1_000, &target, &recipient), 175);
1433
1434                 scorer.payment_path_successful(&path.iter().collect::<Vec<_>>());
1435
1436                 assert_eq!(scorer.channel_penalty_msat(41, 200, 1_000, &sender, &source), 0);
1437                 assert_eq!(scorer.channel_penalty_msat(42, 200, 1_000, &source, &target), u64::max_value());
1438                 assert_eq!(scorer.channel_penalty_msat(43, 200, 1_000, &target, &recipient), 299);
1439         }
1440
1441         // TODO: Add more test coverage
1442 }