Implement RNR rating adjustment

README.md

@@ -7,7 +7,8 @@ network of relative advantages between players.
 
 Once the advantage network is generated, StartRNR can be used to predict the
 probability of a player winning a match, generate provably optimal seedings for
-tournaments, and create rankings of players automatically.
+tournaments, inspect the match history of two players, and create competitive
+rankings automatically.
 
 **All of these features work for any game, in any region, without restriction.**
 

src/datasets.rs

@@ -8,6 +8,7 @@ use std::time::SystemTime;
 
 pub struct DatasetMetadata {
     pub last_sync: Timestamp,
+
     pub game_id: VideogameId,
     pub game_name: String,
     pub state: Option<String>,
@@ -33,9 +34,11 @@ pub fn open_datasets(config_dir: &Path) -> sqlite::Result<Connection> {
     let path = datasets_path(config_dir).unwrap();
 
     let query = "
+        PRAGMA foreign_keys = ON;
+
         CREATE TABLE IF NOT EXISTS datasets (
             name TEXT UNIQUE NOT NULL,
-            last_sync INTEGER DEFAULT 1,
+            last_sync INTEGER NOT NULL,
             game_id INTEGER NOT NULL,
             game_name TEXT NOT NULL,
             state TEXT
@@ -82,7 +85,8 @@ pub fn list_datasets(connection: &Connection) -> sqlite::Result<Vec<(String, Dat
 pub fn delete_dataset(connection: &Connection, dataset: &str) -> sqlite::Result<()> {
     let query = format!(
         r#"DELETE FROM datasets WHERE name = '{0}';
-        DROP TABLE "dataset_{0}";"#,
+        DROP TABLE "dataset_{0}_players";
+        DROP TABLE "dataset_{0}_network";"#,
         dataset
     );
 
@@ -97,11 +101,25 @@ pub fn new_dataset(
     let query1 = r#"INSERT INTO datasets (name, game_id, game_name, state)
                         VALUES (?, ?, ?, ?)"#;
     let query2 = format!(
-        r#" CREATE TABLE "dataset_{0}" (
+        r#"
+        CREATE TABLE "dataset_{0}_players" (
             id INTEGER PRIMARY KEY,
             name TEXT,
-            prefix TEXT,
+            prefix TEXT
-            elo REAL NOT NULL
+        );
+        CREATE TABLE "dataset_{0}_network" (
+            player_A INTEGER NOT NULL,
+            player_B INTEGER NOT NULL,
+            advantage REAL NOT NULL,
+            sets_A INTEGER NOT NULL,
+            sets_B INTEGER NOT NULL,
+            games_A INTEGER NOT NULL,
+            games_B INTEGER NOT NULL,
+
+            UNIQUE (player_A, player_B),
+            CHECK (player_A < player_B),
+            FOREIGN KEY(player_A, player_B) REFERENCES "dataset_{0}_players"
+                ON DELETE CASCADE
         ) STRICT;"#,
         dataset
     );
@@ -165,7 +183,7 @@ pub fn add_players(
     teams: &Teams<PlayerData>,
 ) -> sqlite::Result<()> {
     let query = format!(
-        r#"INSERT OR IGNORE INTO "dataset_{}" VALUES (?, ?, ?, 1500)"#,
+        r#"INSERT OR IGNORE INTO "dataset_{}_players" VALUES (?, ?, ?)"#,
         dataset
     );
 
@@ -180,43 +198,160 @@ pub fn add_players(
     })
 }
 
-pub fn get_ratings(
+pub fn get_advantage(
     connection: &Connection,
     dataset: &str,
-    teams: &Teams<PlayerData>,
+    player1: PlayerId,
-) -> sqlite::Result<Teams<(PlayerId, f64)>> {
+    player2: PlayerId,
-    let query = format!(r#"SELECT id, elo FROM "dataset_{}" WHERE id = ?"#, dataset);
+) -> sqlite::Result<f64> {
+    if player1 == player2 {
+        return Ok(0.0);
+    }
 
-    teams
+    let query = format!(
-        .iter()
+        r#"SELECT iif(:a > :b, -advantage, advantage) FROM "dataset_{}_network"
-        .map(|team| {
+            WHERE player_A = min(:a, :b) AND player_B = max(:a, :b)"#,
-            team.iter()
+        dataset
-                .map(|data| {
+    );
-                    let mut statement = connection.prepare(&query)?;
+
-                    statement.bind((1, data.id.0 as i64))?;
+    let mut statement = connection.prepare(&query)?;
-                    statement.next()?;
+    statement.bind((":a", player1.0 as i64))?;
-                    Ok((data.id, statement.read::<f64, _>("elo")?))
+    statement.bind((":b", player2.0 as i64))?;
-                })
+    statement.next()?;
-                .try_collect()
+    statement.read::<f64, _>("advantage")
+}
+
+pub fn adjust_advantage(
+    connection: &Connection,
+    dataset: &str,
+    player1: PlayerId,
+    player2: PlayerId,
+    adjust: f64,
+) -> sqlite::Result<()> {
+    let query = format!(
+        r#"UPDATE "dataset_{}_network"
+            SET advantage = advantage + iif(:a > :b, -:v, :v)
+            WHERE player_A = min(:a, :b) AND player_B = max(:a, :b)"#,
+        dataset
+    );
+
+    let mut statement = connection.prepare(&query)?;
+    statement.bind((":a", player1.0 as i64))?;
+    statement.bind((":b", player2.0 as i64))?;
+    statement.bind((":v", adjust))?;
+    statement.into_iter().try_for_each(|x| x.map(|_| ()))
+}
+
+pub fn adjust_advantages(
+    connection: &Connection,
+    dataset: &str,
+    player: PlayerId,
+    adjust: f64,
+) -> sqlite::Result<()> {
+    let query = format!(
+        r#"UPDATE "dataset_{}_network"
+            SET advantage = advantage + iif(:pl = player_A, -:v, :v)
+            WHERE player_A = :pl OR player_B = :pl"#,
+        dataset
+    );
+
+    let mut statement = connection.prepare(&query)?;
+    statement.bind((":pl", player.0 as i64))?;
+    statement.bind((":v", adjust))?;
+    statement.into_iter().try_for_each(|x| x.map(|_| ()))
+}
+
+pub fn get_edges(
+    connection: &Connection,
+    dataset: &str,
+    player: PlayerId,
+) -> sqlite::Result<Vec<(PlayerId, f64)>> {
+    let query = format!(
+        r#"SELECT iif(:pl = player_B, player_A, player_B) AS id, iif(:pl = player_B, -advantage, advantage) AS advantage
+            FROM "dataset_{}_network"
+            WHERE player_A = :pl OR player_B = :pl"#,
+        dataset
+    );
+
+    connection
+        .prepare(&query)?
+        .into_iter()
+        .bind((":pl", player.0 as i64))?
+        .map(|r| {
+            let r_ = r?;
+            Ok((
+                PlayerId(r_.read::<i64, _>("id") as u64),
+                r_.read::<f64, _>("advantage"),
+            ))
         })
         .try_collect()
 }
 
-pub fn update_ratings(
+pub fn get_path_advantage(
     connection: &Connection,
     dataset: &str,
-    elos: Teams<(PlayerId, f64)>,
+    players: &[PlayerId],
-) -> sqlite::Result<()> {
+) -> sqlite::Result<f64> {
-    let query = format!(
+    players.windows(2).try_fold(0.0, |acc, [a, b]| {
-        r#"UPDATE "dataset_{}" SET elo = :elo WHERE id = :id"#,
+        Ok(acc + get_advantage(connection, dataset, *a, *b)?)
-        dataset
-    );
-    elos.into_iter().try_for_each(|team| {
-        team.into_iter().try_for_each(|(id, elo)| {
-            let mut statement = connection.prepare(&query)?;
-            statement.bind((":elo", elo))?;
-            statement.bind((":id", id.0 as i64))?;
-            statement.into_iter().try_for_each(|x| x.map(|_| ()))
-        })
     })
 }
+
+pub fn hypothetical_advantage(
+    connection: &Connection,
+    dataset: &str,
+    player1: PlayerId,
+    player2: PlayerId,
+) -> sqlite::Result<f64> {
+    if player1 == player2 {
+        return Ok(0.0);
+    }
+
+    let mut paths: Vec<Vec<(Vec<PlayerId>, f64)>> = vec![vec![(vec![player1], 0.0)]];
+
+    for _ in 2..=6 {
+        let new_paths = paths.last().unwrap().into_iter().cloned().try_fold(
+            Vec::new(),
+            |mut acc, (path, adv)| {
+                acc.extend(
+                    get_edges(connection, dataset, *path.last().unwrap())?
+                        .into_iter()
+                        .map(|(x, next_adv)| {
+                            let mut path = path.clone();
+                            path.extend_one(x);
+                            (path, adv + next_adv)
+                        }),
+                );
+                Ok(acc)
+            },
+        )?;
+        paths.extend_one(new_paths);
+    }
+
+    let mut shortest_len = 0;
+
+    Ok(paths[1..]
+        .into_iter()
+        .enumerate()
+        .map(|(i, ps)| {
+            let num_ps = ps.len();
+            if num_ps == 0 {
+                return 0.0;
+            }
+            if shortest_len == 0 {
+                shortest_len = i + 1;
+            }
+            ps.into_iter()
+                .filter_map(|(path, adv)| {
+                    if *path.last().unwrap() == player2 {
+                        Some(adv)
+                    } else {
+                        None
+                    }
+                })
+                .sum::<f64>()
+                / num_ps as f64
+                * (0.5_f64.powi((i - shortest_len) as i32))
+        })
+        .sum())
+}

src/main.rs

@@ -1,4 +1,5 @@
 #![feature(iterator_try_collect)]
+#![feature(extend_one)]
 
 use clap::{Parser, Subcommand};
 use std::io::{self, Write};
@@ -51,7 +52,7 @@ AUTH_TOKEN, or in a text file '<CONFIG_DIR>/auth.txt'."
         value_name = "DIR",
         global = true,
         help = "Config directory",
-        long_help = "This option overrides the default config directory.
+        long_help = "This flag overrides the default config directory.
 If this directory does not exist, it will be created and a database file will
 be initialized within it."
     )]
@@ -67,9 +68,9 @@ enum Subcommands {
     },
     #[command(
         about = "Sync player ratings",
-        long_about = "Pull recent tournament data off of start.gg and use it to update each player's
+        long_about = "Pull recent tournament data off of start.gg and use it to
-stored ratings. This command will automatically keep track of the last time each
+update the network. This command will automatically keep track of the last time each
-dataset was synced."
+dataset was synced to ensure that each tournament is only accounted for once."
     )]
     Sync {
         #[arg(

src/queries.rs

@@ -52,19 +52,19 @@ pub fn get_auth_token(config_dir: &Path) -> Option<String> {
 #[cynic(graphql_type = "ID")]
 pub struct VideogameId(pub u64);
 
-#[derive(cynic::Scalar, Debug, Copy, Clone)]
+#[derive(cynic::Scalar, Debug, Copy, Clone, PartialEq, Eq, PartialOrd, Ord)]
 #[cynic(graphql_type = "ID")]
 pub struct EventId(pub u64);
 
-#[derive(cynic::Scalar, Debug, Copy, Clone)]
+#[derive(cynic::Scalar, Debug, Copy, Clone, PartialEq, Eq, PartialOrd, Ord)]
 #[cynic(graphql_type = "ID")]
 pub struct EntrantId(pub u64);
 
-#[derive(cynic::Scalar, Debug, Copy, Clone)]
+#[derive(cynic::Scalar, Debug, Copy, Clone, PartialEq, Eq, PartialOrd, Ord)]
 #[cynic(graphql_type = "ID")]
 pub struct PlayerId(pub u64);
 
-#[derive(cynic::Scalar, Debug, Copy, Clone)]
+#[derive(cynic::Scalar, Debug, Copy, Clone, PartialEq, Eq, PartialOrd, Ord)]
 pub struct Timestamp(pub u64);
 
 // Query machinery
@@ -89,6 +89,7 @@ where
         .header("Authorization", String::from("Bearer ") + auth_token)
         .run_graphql(Builder::build(vars));
 
+    // If query fails to reach server, retry up to 10 times
     for _ in 1..10 {
         if response.is_ok() {
             break;

src/sync.rs

@@ -8,31 +8,31 @@ use sqlite::*;
 
 // Score calculation
 
-/// Calculate the collective expected score for each team.
+// /// Calculate the collective expected score for each team.
-fn expected_scores(ratings: &Teams<&mut f64>) -> Vec<f64> {
+// fn expected_scores(ratings: &Teams<&mut f64>) -> Vec<f64> {
-    let qs: Vec<f64> = ratings
+//     let qs: Vec<f64> = ratings
-        .into_iter()
+//         .into_iter()
-        .map(|es| 10_f64.powf(es.iter().map(|x| **x).sum::<f64>() / es.len() as f64 / 400.0))
+//         .map(|es| 10_f64.powf(es.iter().map(|x| **x).sum::<f64>() / es.len() as f64 / 400.0))
-        .collect();
+//         .collect();
-    let sumq: f64 = qs.iter().sum();
+//     let sumq: f64 = qs.iter().sum();
-    qs.into_iter().map(|q| q / sumq).collect()
+//     qs.into_iter().map(|q| q / sumq).collect()
-}
+// }
 
-/// Adjust the ratings of each player based on who won.
+// /// Adjust the ratings of each player based on who won.
-fn adjust_ratings(ratings: Teams<&mut f64>, winner: usize) {
+// fn adjust_ratings(ratings: Teams<&mut f64>, winner: usize) {
-    let exp_scores = expected_scores(&ratings);
+//     let exp_scores = expected_scores(&ratings);
 
-    ratings
+//     ratings
-        .into_iter()
+//         .into_iter()
-        .zip(exp_scores.into_iter())
+//         .zip(exp_scores.into_iter())
-        .enumerate()
+//         .enumerate()
-        .for_each(|(i, (es, exp_sc))| {
+//         .for_each(|(i, (es, exp_sc))| {
-            let len = es.len() as f64;
+//             let len = es.len() as f64;
-            let score = f64::from(winner == i);
+//             let score = f64::from(winner == i);
-            es.into_iter()
+//             es.into_iter()
-                .for_each(|e| *e += 40.0 * (score - exp_sc) / len);
+//                 .for_each(|e| *e += 40.0 * (score - exp_sc) / len);
-        })
+//         })
-}
+// }
 
 // Extract set data
 
@@ -135,14 +135,41 @@ fn update_from_set(connection: &Connection, dataset: &str, results: SetData) ->
     let players_data = results.teams;
     add_players(connection, dataset, &players_data)?;
 
-    let mut elos = get_ratings(connection, dataset, &players_data)?;
+    // Singles matches are currently not supported
-    adjust_ratings(
+    if players_data.len() != 2 || players_data[0].len() != 1 || players_data[1].len() != 1 {
-        elos.iter_mut()
+        return Ok(());
-            .map(|v| v.iter_mut().map(|x| &mut x.1).collect())
+    }
-            .collect(),
+
-        results.winner,
+    let mut it = players_data.into_iter();
-    );
+    let player1 = it.next().unwrap()[0].id;
-    update_ratings(connection, dataset, elos)
+    let player2 = it.next().unwrap()[0].id;
+
+    let advantage = get_advantage(connection, dataset, player1, player2)
+        .or_else(|_| hypothetical_advantage(connection, dataset, player1, player2))?;
+    let adjust = 40.0 * (1.0 - 1.0 / (1.0 + 10_f64.powf(advantage / 400.0)));
+
+    if results.winner == 0 {
+        adjust_advantages(connection, dataset, player1, 0.5 * adjust)?;
+        adjust_advantages(connection, dataset, player2, -0.5 * adjust)?;
+        adjust_advantage(
+            connection,
+            dataset,
+            player1,
+            player2,
+            -2.0 * (1.0 - 0.5) * adjust,
+        )?;
+    } else {
+        adjust_advantages(connection, dataset, player1, -0.5 * adjust)?;
+        adjust_advantages(connection, dataset, player2, 0.5 * adjust)?;
+        adjust_advantage(
+            connection,
+            dataset,
+            player1,
+            player2,
+            2.0 * (1.0 - 0.5) * adjust,
+        )?;
+    }
+    Ok(())
 }
 
 pub fn sync_dataset(