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