@@ -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 {
@@ -878,6 +879,7 @@ impl ProbabilisticScoringDecayParameters {
878879/// first node in the ordering of the channel's counterparties. Thus, swapping the two liquidity
879880/// offset fields gives the opposite direction.
880881#[ repr( C ) ] // Force the fields in memory to be in the order we specify
882+ #[ derive( Clone ) ]
881883pub struct ChannelLiquidity {
882884 /// Lower channel liquidity bound in terms of an offset from zero.
883885 min_liquidity_offset_msat : u64 ,
@@ -1148,6 +1150,15 @@ impl ChannelLiquidity {
11481150 }
11491151 }
11501152
1153+ fn merge ( & mut self , other : & Self ) {
1154+ // Take average for min/max liquidity offsets.
1155+ self . min_liquidity_offset_msat = ( self . min_liquidity_offset_msat + other. min_liquidity_offset_msat ) / 2 ;
1156+ self . max_liquidity_offset_msat = ( self . max_liquidity_offset_msat + other. max_liquidity_offset_msat ) / 2 ;
1157+
1158+ // Merge historical liquidity data.
1159+ self . liquidity_history . merge ( & other. liquidity_history ) ;
1160+ }
1161+
11511162 /// Returns a view of the channel liquidity directed from `source` to `target` assuming
11521163 /// `capacity_msat`.
11531164 fn as_directed (
@@ -1681,6 +1692,91 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref> ScoreUpdate for Probabilistic
16811692 }
16821693}
16831694
1695+ /// A probabilistic scorer that combines local and external information to score channels. This scorer is
1696+ /// shadow-tracking local only scores, so that it becomes possible to cleanly merge external scores when they become
1697+ /// available.
1698+ pub struct CombinedScorer < G : Deref < Target = NetworkGraph < L > > , L : Deref > where L :: Target : Logger {
1699+ local_only_scorer : ProbabilisticScorer < G , L > ,
1700+ scorer : ProbabilisticScorer < G , L > ,
1701+ }
1702+
1703+ impl < G : Deref < Target = NetworkGraph < L > > + Clone , L : Deref + Clone > CombinedScorer < G , L > where L :: Target : Logger {
1704+ /// Create a new combined scorer with the given local scorer.
1705+ pub fn new ( local_scorer : ProbabilisticScorer < G , L > ) -> Self {
1706+ let decay_params = local_scorer. decay_params ;
1707+ let network_graph = local_scorer. network_graph . clone ( ) ;
1708+ let logger = local_scorer. logger . clone ( ) ;
1709+ let mut scorer = ProbabilisticScorer :: new ( decay_params, network_graph, logger) ;
1710+
1711+ scorer. channel_liquidities = local_scorer. channel_liquidities . clone ( ) ;
1712+
1713+ Self {
1714+ local_only_scorer : local_scorer,
1715+ scorer : scorer,
1716+ }
1717+ }
1718+
1719+ /// Merge external channel liquidity information into the scorer.
1720+ pub fn merge ( & mut self , mut external_scores : ChannelLiquidities , duration_since_epoch : Duration ) {
1721+ // Decay both sets of scores to make them comparable and mergeable.
1722+ self . local_only_scorer . time_passed ( duration_since_epoch) ;
1723+ external_scores. time_passed ( duration_since_epoch, self . local_only_scorer . decay_params ) ;
1724+
1725+ let local_scores = & self . local_only_scorer . channel_liquidities ;
1726+
1727+ // For each channel, merge the external liquidity information with the isolated local liquidity information.
1728+ for ( scid, mut liquidity) in external_scores. 0 {
1729+ if let Some ( local_liquidity) = local_scores. get ( & scid) {
1730+ liquidity. merge ( local_liquidity) ;
1731+ }
1732+ self . scorer . channel_liquidities . insert ( scid, liquidity) ;
1733+ }
1734+ }
1735+ }
1736+
1737+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > ScoreLookUp for CombinedScorer < G , L > where L :: Target : Logger {
1738+ type ScoreParams = ProbabilisticScoringFeeParameters ;
1739+
1740+ fn channel_penalty_msat (
1741+ & self , candidate : & CandidateRouteHop , usage : ChannelUsage , score_params : & ProbabilisticScoringFeeParameters
1742+ ) -> u64 {
1743+ self . scorer . channel_penalty_msat ( candidate, usage, score_params)
1744+ }
1745+ }
1746+
1747+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > ScoreUpdate for CombinedScorer < G , L > where L :: Target : Logger {
1748+ fn payment_path_failed ( & mut self , path : & Path , short_channel_id : u64 , duration_since_epoch : Duration ) {
1749+ self . local_only_scorer . payment_path_failed ( path, short_channel_id, duration_since_epoch) ;
1750+ self . scorer . payment_path_failed ( path, short_channel_id, duration_since_epoch) ;
1751+ }
1752+
1753+ fn payment_path_successful ( & mut self , path : & Path , duration_since_epoch : Duration ) {
1754+ self . local_only_scorer . payment_path_successful ( path, duration_since_epoch) ;
1755+ self . scorer . payment_path_successful ( path, duration_since_epoch) ;
1756+ }
1757+
1758+ fn probe_failed ( & mut self , path : & Path , short_channel_id : u64 , duration_since_epoch : Duration ) {
1759+ self . local_only_scorer . probe_failed ( path, short_channel_id, duration_since_epoch) ;
1760+ self . scorer . probe_failed ( path, short_channel_id, duration_since_epoch) ;
1761+ }
1762+
1763+ fn probe_successful ( & mut self , path : & Path , duration_since_epoch : Duration ) {
1764+ self . local_only_scorer . probe_successful ( path, duration_since_epoch) ;
1765+ self . scorer . probe_successful ( path, duration_since_epoch) ;
1766+ }
1767+
1768+ fn time_passed ( & mut self , duration_since_epoch : Duration ) {
1769+ self . local_only_scorer . time_passed ( duration_since_epoch) ;
1770+ self . scorer . time_passed ( duration_since_epoch) ;
1771+ }
1772+ }
1773+
1774+ impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Writeable for CombinedScorer < G , L > where L :: Target : Logger {
1775+ fn write < W : crate :: util:: ser:: Writer > ( & self , writer : & mut W ) -> Result < ( ) , crate :: io:: Error > {
1776+ self . local_only_scorer . write ( writer)
1777+ }
1778+ }
1779+
16841780#[ cfg( c_bindings) ]
16851781impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Score for ProbabilisticScorer < G , L >
16861782where L :: Target : Logger { }
@@ -1860,6 +1956,13 @@ mod bucketed_history {
18601956 self . buckets [ bucket] = self . buckets [ bucket] . saturating_add ( BUCKET_FIXED_POINT_ONE ) ;
18611957 }
18621958 }
1959+
1960+ /// Returns the average of the buckets between the two trackers.
1961+ pub ( crate ) fn merge ( & mut self , other : & Self ) -> ( ) {
1962+ for ( index, bucket) in self . buckets . iter_mut ( ) . enumerate ( ) {
1963+ * bucket = ( * bucket + other. buckets [ index] ) / 2 ;
1964+ }
1965+ }
18631966 }
18641967
18651968 impl_writeable_tlv_based ! ( HistoricalBucketRangeTracker , { ( 0 , buckets, required) } ) ;
@@ -1956,6 +2059,13 @@ mod bucketed_history {
19562059 -> DirectedHistoricalLiquidityTracker < & ' a mut HistoricalLiquidityTracker > {
19572060 DirectedHistoricalLiquidityTracker { source_less_than_target, tracker : self }
19582061 }
2062+
2063+ /// Merges the historical liquidity data from another tracker into this one.
2064+ pub fn merge ( & mut self , other : & Self ) {
2065+ self . min_liquidity_offset_history . merge ( & other. min_liquidity_offset_history ) ;
2066+ self . max_liquidity_offset_history . merge ( & other. max_liquidity_offset_history ) ;
2067+ self . recalculate_valid_point_count ( ) ;
2068+ }
19592069 }
19602070
19612071 /// A set of buckets representing the history of where we've seen the minimum- and maximum-
@@ -2114,6 +2224,72 @@ mod bucketed_history {
21142224 Some ( ( cumulative_success_prob * ( 1024.0 * 1024.0 * 1024.0 ) ) as u64 )
21152225 }
21162226 }
2227+
2228+ #[ cfg( test) ]
2229+ mod tests {
2230+ use crate :: routing:: scoring:: ProbabilisticScoringFeeParameters ;
2231+
2232+ use super :: { HistoricalBucketRangeTracker , HistoricalLiquidityTracker } ;
2233+ #[ test]
2234+ fn historical_liquidity_bucket_merge ( ) {
2235+ let mut bucket1 = HistoricalBucketRangeTracker :: new ( ) ;
2236+ bucket1. track_datapoint ( 100 , 1000 ) ;
2237+ assert_eq ! (
2238+ bucket1. buckets,
2239+ [
2240+ 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 ,
2241+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2242+ ]
2243+ ) ;
2244+
2245+ let mut bucket2 = HistoricalBucketRangeTracker :: new ( ) ;
2246+ bucket2. track_datapoint ( 0 , 1000 ) ;
2247+ assert_eq ! (
2248+ bucket2. buckets,
2249+ [
2250+ 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 ,
2251+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2252+ ]
2253+ ) ;
2254+
2255+ bucket1. merge ( & bucket2) ;
2256+ assert_eq ! (
2257+ bucket1. buckets,
2258+ [
2259+ 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 ,
2260+ 0 , 0 , 0 , 0 , 0 , 0 , 0
2261+ ]
2262+ ) ;
2263+ }
2264+
2265+ #[ test]
2266+ fn historical_liquidity_tracker_merge ( ) {
2267+ let params = ProbabilisticScoringFeeParameters :: default ( ) ;
2268+
2269+ let probability1: Option < u64 > ;
2270+ let mut tracker1 = HistoricalLiquidityTracker :: new ( ) ;
2271+ {
2272+ let mut directed_tracker1 = tracker1. as_directed_mut ( true ) ;
2273+ directed_tracker1. track_datapoint ( 100 , 200 , 1000 ) ;
2274+ probability1 = directed_tracker1
2275+ . calculate_success_probability_times_billion ( & params, 500 , 1000 ) ;
2276+ }
2277+
2278+ let mut tracker2 = HistoricalLiquidityTracker :: new ( ) ;
2279+ {
2280+ let mut directed_tracker2 = tracker2. as_directed_mut ( true ) ;
2281+ directed_tracker2. track_datapoint ( 200 , 300 , 1000 ) ;
2282+ }
2283+
2284+ tracker1. merge ( & tracker2) ;
2285+
2286+ let directed_tracker1 = tracker1. as_directed ( true ) ;
2287+ let probability =
2288+ directed_tracker1. calculate_success_probability_times_billion ( & params, 500 , 1000 ) ;
2289+
2290+ assert_ne ! ( probability1, probability) ;
2291+ }
2292+ }
21172293}
21182294
21192295impl < G : Deref < Target = NetworkGraph < L > > , L : Deref > Writeable for ProbabilisticScorer < G , L > where L :: Target : Logger {
@@ -2207,15 +2383,15 @@ impl Readable for ChannelLiquidity {
22072383
22082384#[ cfg( test) ]
22092385mod tests {
2210- use super :: { ChannelLiquidity , HistoricalLiquidityTracker , ProbabilisticScoringFeeParameters , ProbabilisticScoringDecayParameters , ProbabilisticScorer } ;
2386+ use super :: { ChannelLiquidity , HistoricalLiquidityTracker , ProbabilisticScorer , ProbabilisticScoringDecayParameters , ProbabilisticScoringFeeParameters } ;
22112387 use crate :: blinded_path:: BlindedHop ;
22122388 use crate :: util:: config:: UserConfig ;
22132389
22142390 use crate :: ln:: channelmanager;
22152391 use crate :: ln:: msgs:: { ChannelAnnouncement , ChannelUpdate , UnsignedChannelAnnouncement , UnsignedChannelUpdate } ;
22162392 use crate :: routing:: gossip:: { EffectiveCapacity , NetworkGraph , NodeId } ;
22172393 use crate :: routing:: router:: { BlindedTail , Path , RouteHop , CandidateRouteHop , PublicHopCandidate } ;
2218- use crate :: routing:: scoring:: { ChannelUsage , ScoreLookUp , ScoreUpdate } ;
2394+ use crate :: routing:: scoring:: { ChannelLiquidities , ChannelUsage , CombinedScorer , ScoreLookUp , ScoreUpdate } ;
22192395 use crate :: util:: ser:: { ReadableArgs , Writeable } ;
22202396 use crate :: util:: test_utils:: { self , TestLogger } ;
22212397
@@ -2225,6 +2401,7 @@ mod tests {
22252401 use bitcoin:: network:: Network ;
22262402 use bitcoin:: secp256k1:: { PublicKey , Secp256k1 , SecretKey } ;
22272403 use core:: time:: Duration ;
2404+ use std:: rc:: Rc ;
22282405 use crate :: io;
22292406
22302407 fn source_privkey ( ) -> SecretKey {
@@ -3716,6 +3893,59 @@ mod tests {
37163893 assert_eq ! ( scorer. historical_estimated_payment_success_probability( 42 , & target, amount_msat, & params, false ) ,
37173894 Some ( 0.0 ) ) ;
37183895 }
3896+
3897+ #[ test]
3898+ fn combined_scorer ( ) {
3899+ let logger = TestLogger :: new ( ) ;
3900+ let network_graph = network_graph ( & logger) ;
3901+ let params = ProbabilisticScoringFeeParameters :: default ( ) ;
3902+ let mut scorer = ProbabilisticScorer :: new ( ProbabilisticScoringDecayParameters :: default ( ) , & network_graph, & logger) ;
3903+ scorer. payment_path_failed ( & payment_path_for_amount ( 600 ) , 42 , Duration :: ZERO ) ;
3904+
3905+ let mut combined_scorer = CombinedScorer :: new ( scorer) ;
3906+
3907+ // Verify that the combined_scorer has the correct liquidity range after a failed 600 msat payment.
3908+ let liquidity_range = combined_scorer. scorer . estimated_channel_liquidity_range ( 42 , & target_node_id ( ) ) ;
3909+ assert_eq ! ( liquidity_range. unwrap( ) , ( 0 , 600 ) ) ;
3910+
3911+ let source = source_node_id ( ) ;
3912+ let usage = ChannelUsage {
3913+ amount_msat : 750 ,
3914+ inflight_htlc_msat : 0 ,
3915+ effective_capacity : EffectiveCapacity :: Total { capacity_msat : 1_000 , htlc_maximum_msat : 1_000 } ,
3916+ } ;
3917+
3918+ {
3919+ let network_graph = network_graph. read_only ( ) ;
3920+ let channel = network_graph. channel ( 42 ) . unwrap ( ) ;
3921+ let ( info, _) = channel. as_directed_from ( & source) . unwrap ( ) ;
3922+ let candidate = CandidateRouteHop :: PublicHop ( PublicHopCandidate {
3923+ info,
3924+ short_channel_id : 42 ,
3925+ } ) ;
3926+
3927+ let penalty = combined_scorer. channel_penalty_msat ( & candidate, usage, & params) ;
3928+
3929+ let mut external_liquidity = ChannelLiquidity :: new ( Duration :: ZERO ) ;
3930+ let logger_rc = Rc :: new ( & logger) ; // Why necessary and not above for the network graph?
3931+ external_liquidity. as_directed_mut ( & source_node_id ( ) , & target_node_id ( ) , 1_000 ) .
3932+ successful ( 1000 , Duration :: ZERO , format_args ! ( "test channel" ) , logger_rc. as_ref ( ) ) ;
3933+
3934+ let mut external_scores = ChannelLiquidities :: new ( ) ;
3935+
3936+ external_scores. insert ( 42 , external_liquidity) ;
3937+ combined_scorer. merge ( external_scores, Duration :: ZERO ) ;
3938+
3939+ let penalty_after_merge = combined_scorer. channel_penalty_msat ( & candidate, usage, & params) ;
3940+
3941+ // Since the external source observed a successful payment, the penalty should be lower after the merge.
3942+ assert ! ( penalty_after_merge < penalty) ;
3943+ }
3944+
3945+ // Verify that after the merge with a successful payment, the liquidity range is increased.
3946+ let liquidity_range = combined_scorer. scorer . estimated_channel_liquidity_range ( 42 , & target_node_id ( ) ) ;
3947+ assert_eq ! ( liquidity_range. unwrap( ) , ( 0 , 300 ) ) ;
3948+ }
37193949}
37203950
37213951#[ cfg( ldk_bench) ]
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