@@ -478,6 +478,7 @@ where L::Target: Logger {
478478 channel_liquidities : ChannelLiquidities ,
479479}
480480/// Container for live and historical liquidity bounds for each channel.
481+ #[ derive( Clone ) ]
481482pub struct ChannelLiquidities ( HashMap < u64 , ChannelLiquidity > ) ;
482483
483484impl ChannelLiquidities {
@@ -886,6 +887,7 @@ impl ProbabilisticScoringDecayParameters {
886887/// first node in the ordering of the channel's counterparties. Thus, swapping the two liquidity
887888/// offset fields gives the opposite direction.
888889#[ repr( C ) ] // Force the fields in memory to be in the order we specify
890+ #[ derive( Clone ) ]
889891pub struct ChannelLiquidity {
890892 /// Lower channel liquidity bound in terms of an offset from zero.
891893 min_liquidity_offset_msat : u64 ,
@@ -1156,6 +1158,15 @@ impl ChannelLiquidity {
11561158 }
11571159 }
11581160
1161+ fn merge ( & mut self , other : & Self ) {
1162+ // Take average for min/max liquidity offsets.
1163+ self . min_liquidity_offset_msat = ( self . min_liquidity_offset_msat + other. min_liquidity_offset_msat ) / 2 ;
1164+ self . max_liquidity_offset_msat = ( self . max_liquidity_offset_msat + other. max_liquidity_offset_msat ) / 2 ;
1165+
1166+ // Merge historical liquidity data.
1167+ self . liquidity_history . merge ( & other. liquidity_history ) ;
1168+ }
1169+
11591170 /// Returns a view of the channel liquidity directed from `source` to `target` assuming
11601171 /// `capacity_msat`.
11611172 fn as_directed (
@@ -1689,6 +1700,91 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref> ScoreUpdate for Probabilistic
16891700 }
16901701}
16911702
1703+ /// A probabilistic scorer that combines local and external information to score channels. This scorer is
1704+ /// shadow-tracking local only scores, so that it becomes possible to cleanly merge external scores when they become
1705+ /// available.
1706+ pub struct CombinedScorer < G : Deref < Target = NetworkGraph < L > > , L : Deref > where L :: Target : Logger {
1707+ local_only_scorer : ProbabilisticScorer < G , L > ,
1708+ scorer : ProbabilisticScorer < G , L > ,
1709+ }
1710+
1711+ impl < G : Deref < Target = NetworkGraph < L > > + Clone , L : Deref + Clone > CombinedScorer < G , L > where L :: Target : Logger {
1712+ /// Create a new combined scorer with the given local scorer.
1713+ pub fn new ( local_scorer : ProbabilisticScorer < G , L > ) -> Self {
1714+ let decay_params = local_scorer. decay_params ;
1715+ let network_graph = local_scorer. network_graph . clone ( ) ;
1716+ let logger = local_scorer. logger . clone ( ) ;
1717+ let mut scorer = ProbabilisticScorer :: new ( decay_params, network_graph, logger) ;
1718+
1719+ scorer. channel_liquidities = local_scorer. channel_liquidities . clone ( ) ;
1720+
1721+ Self {
1722+ local_only_scorer : local_scorer,
1723+ scorer : scorer,
1724+ }
1725+ }
1726+
1727+ /// Merge external channel liquidity information into the scorer.
1728+ pub fn merge ( & mut self , mut external_scores : ChannelLiquidities , duration_since_epoch : Duration ) {
1729+ // Decay both sets of scores to make them comparable and mergeable.
1730+ self . local_only_scorer . time_passed ( duration_since_epoch) ;
1731+ external_scores. time_passed ( duration_since_epoch, self . local_only_scorer . decay_params ) ;
1732+
1733+ let local_scores = & self . local_only_scorer . channel_liquidities ;
1734+
1735+ // For each channel, merge the external liquidity information with the isolated local liquidity information.
1736+ for ( scid, mut liquidity) in external_scores. 0 {
1737+ if let Some ( local_liquidity) = local_scores. get ( & scid) {
1738+ liquidity. merge ( local_liquidity) ;
1739+ }
1740+ self . scorer . channel_liquidities . insert ( scid, liquidity) ;
1741+ }
1742+ }
1743+ }
1744+
1745+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > ScoreLookUp for CombinedScorer < G , L > where L :: Target : Logger {
1746+ type ScoreParams = ProbabilisticScoringFeeParameters ;
1747+
1748+ fn channel_penalty_msat (
1749+ & self , candidate : & CandidateRouteHop , usage : ChannelUsage , score_params : & ProbabilisticScoringFeeParameters
1750+ ) -> u64 {
1751+ self . scorer . channel_penalty_msat ( candidate, usage, score_params)
1752+ }
1753+ }
1754+
1755+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > ScoreUpdate for CombinedScorer < G , L > where L :: Target : Logger {
1756+ fn payment_path_failed ( & mut self , path : & Path , short_channel_id : u64 , duration_since_epoch : Duration ) {
1757+ self . local_only_scorer . payment_path_failed ( path, short_channel_id, duration_since_epoch) ;
1758+ self . scorer . payment_path_failed ( path, short_channel_id, duration_since_epoch) ;
1759+ }
1760+
1761+ fn payment_path_successful ( & mut self , path : & Path , duration_since_epoch : Duration ) {
1762+ self . local_only_scorer . payment_path_successful ( path, duration_since_epoch) ;
1763+ self . scorer . payment_path_successful ( path, duration_since_epoch) ;
1764+ }
1765+
1766+ fn probe_failed ( & mut self , path : & Path , short_channel_id : u64 , duration_since_epoch : Duration ) {
1767+ self . local_only_scorer . probe_failed ( path, short_channel_id, duration_since_epoch) ;
1768+ self . scorer . probe_failed ( path, short_channel_id, duration_since_epoch) ;
1769+ }
1770+
1771+ fn probe_successful ( & mut self , path : & Path , duration_since_epoch : Duration ) {
1772+ self . local_only_scorer . probe_successful ( path, duration_since_epoch) ;
1773+ self . scorer . probe_successful ( path, duration_since_epoch) ;
1774+ }
1775+
1776+ fn time_passed ( & mut self , duration_since_epoch : Duration ) {
1777+ self . local_only_scorer . time_passed ( duration_since_epoch) ;
1778+ self . scorer . time_passed ( duration_since_epoch) ;
1779+ }
1780+ }
1781+
1782+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Writeable for CombinedScorer < G , L > where L :: Target : Logger {
1783+ fn write < W : crate :: util:: ser:: Writer > ( & self , writer : & mut W ) -> Result < ( ) , crate :: io:: Error > {
1784+ self . local_only_scorer . write ( writer)
1785+ }
1786+ }
1787+
16921788#[ cfg( c_bindings) ]
16931789impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Score for ProbabilisticScorer < G , L >
16941790where L :: Target : Logger { }
@@ -1868,6 +1964,13 @@ mod bucketed_history {
18681964 self . buckets [ bucket] = self . buckets [ bucket] . saturating_add ( BUCKET_FIXED_POINT_ONE ) ;
18691965 }
18701966 }
1967+
1968+ /// Returns the average of the buckets between the two trackers.
1969+ pub ( crate ) fn merge ( & mut self , other : & Self ) -> ( ) {
1970+ for ( index, bucket) in self . buckets . iter_mut ( ) . enumerate ( ) {
1971+ * bucket = ( * bucket + other. buckets [ index] ) / 2 ;
1972+ }
1973+ }
18711974 }
18721975
18731976 impl_writeable_tlv_based ! ( HistoricalBucketRangeTracker , { ( 0 , buckets, required) } ) ;
@@ -1964,6 +2067,13 @@ mod bucketed_history {
19642067 -> DirectedHistoricalLiquidityTracker < & ' a mut HistoricalLiquidityTracker > {
19652068 DirectedHistoricalLiquidityTracker { source_less_than_target, tracker : self }
19662069 }
2070+
2071+ /// Merges the historical liquidity data from another tracker into this one.
2072+ pub fn merge ( & mut self , other : & Self ) {
2073+ self . min_liquidity_offset_history . merge ( & other. min_liquidity_offset_history ) ;
2074+ self . max_liquidity_offset_history . merge ( & other. max_liquidity_offset_history ) ;
2075+ self . recalculate_valid_point_count ( ) ;
2076+ }
19672077 }
19682078
19692079 /// A set of buckets representing the history of where we've seen the minimum- and maximum-
@@ -2122,6 +2232,72 @@ mod bucketed_history {
21222232 Some ( ( cumulative_success_prob * ( 1024.0 * 1024.0 * 1024.0 ) ) as u64 )
21232233 }
21242234 }
2235+
2236+ #[ cfg( test) ]
2237+ mod tests {
2238+ use crate :: routing:: scoring:: ProbabilisticScoringFeeParameters ;
2239+
2240+ use super :: { HistoricalBucketRangeTracker , HistoricalLiquidityTracker } ;
2241+ #[ test]
2242+ fn historical_liquidity_bucket_merge ( ) {
2243+ let mut bucket1 = HistoricalBucketRangeTracker :: new ( ) ;
2244+ bucket1. track_datapoint ( 100 , 1000 ) ;
2245+ assert_eq ! (
2246+ bucket1. buckets,
2247+ [
2248+ 0u16 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 32 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ,
2249+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2250+ ]
2251+ ) ;
2252+
2253+ let mut bucket2 = HistoricalBucketRangeTracker :: new ( ) ;
2254+ bucket2. track_datapoint ( 0 , 1000 ) ;
2255+ assert_eq ! (
2256+ bucket2. buckets,
2257+ [
2258+ 32u16 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ,
2259+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2260+ ]
2261+ ) ;
2262+
2263+ bucket1. merge ( & bucket2) ;
2264+ assert_eq ! (
2265+ bucket1. buckets,
2266+ [
2267+ 16u16 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 16 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ,
2268+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2269+ ]
2270+ ) ;
2271+ }
2272+
2273+ #[ test]
2274+ fn historical_liquidity_tracker_merge ( ) {
2275+ let params = ProbabilisticScoringFeeParameters :: default ( ) ;
2276+
2277+ let probability1: Option < u64 > ;
2278+ let mut tracker1 = HistoricalLiquidityTracker :: new ( ) ;
2279+ {
2280+ let mut directed_tracker1 = tracker1. as_directed_mut ( true ) ;
2281+ directed_tracker1. track_datapoint ( 100 , 200 , 1000 ) ;
2282+ probability1 = directed_tracker1
2283+ . calculate_success_probability_times_billion ( & params, 500 , 1000 ) ;
2284+ }
2285+
2286+ let mut tracker2 = HistoricalLiquidityTracker :: new ( ) ;
2287+ {
2288+ let mut directed_tracker2 = tracker2. as_directed_mut ( true ) ;
2289+ directed_tracker2. track_datapoint ( 200 , 300 , 1000 ) ;
2290+ }
2291+
2292+ tracker1. merge ( & tracker2) ;
2293+
2294+ let directed_tracker1 = tracker1. as_directed ( true ) ;
2295+ let probability =
2296+ directed_tracker1. calculate_success_probability_times_billion ( & params, 500 , 1000 ) ;
2297+
2298+ assert_ne ! ( probability1, probability) ;
2299+ }
2300+ }
21252301}
21262302
21272303impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Writeable for ProbabilisticScorer < G , L > where L :: Target : Logger {
@@ -2215,15 +2391,15 @@ impl Readable for ChannelLiquidity {
22152391
22162392#[ cfg( test) ]
22172393mod tests {
2218- use super :: { ChannelLiquidity , HistoricalLiquidityTracker , ProbabilisticScoringFeeParameters , ProbabilisticScoringDecayParameters , ProbabilisticScorer } ;
2394+ use super :: { ChannelLiquidity , HistoricalLiquidityTracker , ProbabilisticScorer , ProbabilisticScoringDecayParameters , ProbabilisticScoringFeeParameters } ;
22192395 use crate :: blinded_path:: BlindedHop ;
22202396 use crate :: util:: config:: UserConfig ;
22212397
22222398 use crate :: ln:: channelmanager;
22232399 use crate :: ln:: msgs:: { ChannelAnnouncement , ChannelUpdate , UnsignedChannelAnnouncement , UnsignedChannelUpdate } ;
22242400 use crate :: routing:: gossip:: { EffectiveCapacity , NetworkGraph , NodeId } ;
22252401 use crate :: routing:: router:: { BlindedTail , Path , RouteHop , CandidateRouteHop , PublicHopCandidate } ;
2226- use crate :: routing:: scoring:: { ChannelUsage , ScoreLookUp , ScoreUpdate } ;
2402+ use crate :: routing:: scoring:: { ChannelLiquidities , ChannelUsage , CombinedScorer , ScoreLookUp , ScoreUpdate } ;
22272403 use crate :: util:: ser:: { ReadableArgs , Writeable } ;
22282404 use crate :: util:: test_utils:: { self , TestLogger } ;
22292405
@@ -2233,6 +2409,7 @@ mod tests {
22332409 use bitcoin:: network:: Network ;
22342410 use bitcoin:: secp256k1:: { PublicKey , Secp256k1 , SecretKey } ;
22352411 use core:: time:: Duration ;
2412+ use std:: rc:: Rc ;
22362413 use crate :: io;
22372414
22382415 fn source_privkey ( ) -> SecretKey {
@@ -3724,6 +3901,59 @@ mod tests {
37243901 assert_eq ! ( scorer. historical_estimated_payment_success_probability( 42 , & target, amount_msat, & params, false ) ,
37253902 Some ( 0.0 ) ) ;
37263903 }
3904+
3905+ #[ test]
3906+ fn combined_scorer ( ) {
3907+ let logger = TestLogger :: new ( ) ;
3908+ let network_graph = network_graph ( & logger) ;
3909+ let params = ProbabilisticScoringFeeParameters :: default ( ) ;
3910+ let mut scorer = ProbabilisticScorer :: new ( ProbabilisticScoringDecayParameters :: default ( ) , & network_graph, & logger) ;
3911+ scorer. payment_path_failed ( & payment_path_for_amount ( 600 ) , 42 , Duration :: ZERO ) ;
3912+
3913+ let mut combined_scorer = CombinedScorer :: new ( scorer) ;
3914+
3915+ // Verify that the combined_scorer has the correct liquidity range after a failed 600 msat payment.
3916+ let liquidity_range = combined_scorer. scorer . estimated_channel_liquidity_range ( 42 , & target_node_id ( ) ) ;
3917+ assert_eq ! ( liquidity_range. unwrap( ) , ( 0 , 600 ) ) ;
3918+
3919+ let source = source_node_id ( ) ;
3920+ let usage = ChannelUsage {
3921+ amount_msat : 750 ,
3922+ inflight_htlc_msat : 0 ,
3923+ effective_capacity : EffectiveCapacity :: Total { capacity_msat : 1_000 , htlc_maximum_msat : 1_000 } ,
3924+ } ;
3925+
3926+ {
3927+ let network_graph = network_graph. read_only ( ) ;
3928+ let channel = network_graph. channel ( 42 ) . unwrap ( ) ;
3929+ let ( info, _) = channel. as_directed_from ( & source) . unwrap ( ) ;
3930+ let candidate = CandidateRouteHop :: PublicHop ( PublicHopCandidate {
3931+ info,
3932+ short_channel_id : 42 ,
3933+ } ) ;
3934+
3935+ let penalty = combined_scorer. channel_penalty_msat ( & candidate, usage, & params) ;
3936+
3937+ let mut external_liquidity = ChannelLiquidity :: new ( Duration :: ZERO ) ;
3938+ let logger_rc = Rc :: new ( & logger) ; // Why necessary and not above for the network graph?
3939+ external_liquidity. as_directed_mut ( & source_node_id ( ) , & target_node_id ( ) , 1_000 ) .
3940+ successful ( 1000 , Duration :: ZERO , format_args ! ( "test channel" ) , logger_rc. as_ref ( ) ) ;
3941+
3942+ let mut external_scores = ChannelLiquidities :: new ( ) ;
3943+
3944+ external_scores. insert ( 42 , external_liquidity) ;
3945+ combined_scorer. merge ( external_scores, Duration :: ZERO ) ;
3946+
3947+ let penalty_after_merge = combined_scorer. channel_penalty_msat ( & candidate, usage, & params) ;
3948+
3949+ // Since the external source observed a successful payment, the penalty should be lower after the merge.
3950+ assert ! ( penalty_after_merge < penalty) ;
3951+ }
3952+
3953+ // Verify that after the merge with a successful payment, the liquidity range is increased.
3954+ let liquidity_range = combined_scorer. scorer . estimated_channel_liquidity_range ( 42 , & target_node_id ( ) ) ;
3955+ assert_eq ! ( liquidity_range. unwrap( ) , ( 0 , 300 ) ) ;
3956+ }
37273957}
37283958
37293959#[ cfg( ldk_bench) ]
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