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Cargo.lock

Reviewed

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+4

ufos/Cargo.toml

Reviewed

··· 34 34 [target.'cfg(not(target_env = "msvc"))'.dependencies] 35 35 tikv-jemallocator = "0.6.0" 36 36 37 37 + [[bin]] 38 38 + name = "analyze" 39 39 + path = "src/bin/analyze.rs" 40 40 + 37 41 [dev-dependencies] 38 42 tempfile = "3.19.1"

+169

ufos/src/bin/analyze.rs

Reviewed

··· 1 1 + use cardinality_estimator_safe::Sketch; 2 2 + use chrono::{DateTime, Utc}; 3 3 + use clap::{Parser, Subcommand}; 4 4 + use fjall::{Config, PartitionCreateOptions, PartitionHandle}; 5 5 + use std::collections::BTreeMap; 6 6 + use std::path::PathBuf; 7 7 + use ufos::db_types::{db_complete, DbBytes}; 8 8 + use ufos::store_types::{ 9 9 + AllTimeRollupKey, AllTimeRollupStaticPrefix, CountsValue, WeekTruncatedCursor, 10 10 + WeeklyRollupKey, WeeklyRollupStaticPrefix, WithCollection, 11 11 + }; 12 12 + 13 13 + #[derive(Parser)] 14 14 + #[command(about = "One-off data analysis of ufos rollup data")] 15 15 + struct Cli { 16 16 + /// Path to the fjall data directory 17 17 + data: PathBuf, 18 18 + #[command(subcommand)] 19 19 + command: Command, 20 20 + } 21 21 + 22 22 + #[derive(Subcommand)] 23 23 + enum Command { 24 24 + /// Total estimated distinct users across all time and every group 25 25 + TotalUsers, 26 26 + /// Weekly estimated distinct users (excluding app.bsky.*/chat.bsky.*) 27 27 + WeeklyUsers, 28 28 + /// Weekly count of groups with >10 estimated distinct users (excluding app.bsky.*/chat.bsky.*) 29 29 + WeeklyGroups, 30 30 + /// Like weekly-groups but with the last NSID segment removed 31 31 + WeeklyParents, 32 32 + } 33 33 + 34 34 + fn week_label(week: WeekTruncatedCursor) -> String { 35 35 + let us = week.to_raw_u64(); 36 36 + let secs = (us / 1_000_000) as i64; 37 37 + let dt = DateTime::<Utc>::from_timestamp(secs, 0).unwrap(); 38 38 + dt.format("%Y-%m-%d").to_string() 39 39 + } 40 40 + 41 41 + fn is_excluded(nsid: &str) -> bool { 42 42 + nsid.starts_with("app.bsky.") || nsid.starts_with("chat.bsky.") 43 43 + } 44 44 + 45 45 + fn parent_prefix(nsid: &str) -> &str { 46 46 + let Some((pre, _)) = nsid.rsplit_once('.') else { 47 47 + eprintln!("no segments in nsid? nsid={nsid}"); 48 48 + return nsid; 49 49 + }; 50 50 + pre 51 51 + } 52 52 + 53 53 + fn total_users(rollups: &PartitionHandle) -> anyhow::Result<()> { 54 54 + eprintln!("scanning all-time rollups..."); 55 55 + let mut global_sketch = Sketch::<14>::default(); 56 56 + let mut all_time_count = 0u64; 57 57 + let prefix_bytes = AllTimeRollupStaticPrefix::default().to_db_bytes()?; 58 58 + for kv in rollups.prefix(prefix_bytes) { 59 59 + let (key_bytes, val_bytes) = kv?; 60 60 + let _key = db_complete::<AllTimeRollupKey>(&key_bytes)?; 61 61 + let val = db_complete::<CountsValue>(&val_bytes)?; 62 62 + global_sketch.merge(val.dids()); 63 63 + all_time_count += 1; 64 64 + } 65 65 + println!("groups scanned: {all_time_count}"); 66 66 + println!("estimated distinct users: {}", global_sketch.estimate()); 67 67 + Ok(()) 68 68 + } 69 69 + 70 70 + /// Scan weekly rollups once, returning week -> (merged sketch, per-group entries) 71 71 + /// Only non-excluded groups are included. 72 72 + fn scan_weekly( 73 73 + rollups: &PartitionHandle, 74 74 + ) -> anyhow::Result<BTreeMap<u64, (Sketch<14>, Vec<(String, u64)>)>> { 75 75 + eprintln!("scanning weekly rollups..."); 76 76 + let mut weekly_data: BTreeMap<u64, (Sketch<14>, Vec<(String, u64)>)> = BTreeMap::new(); 77 77 + let prefix_bytes = WeeklyRollupStaticPrefix::default().to_db_bytes()?; 78 78 + let mut scanned = 0u64; 79 79 + for kv in rollups.prefix(prefix_bytes) { 80 80 + let (key_bytes, val_bytes) = kv?; 81 81 + let key = db_complete::<WeeklyRollupKey>(&key_bytes)?; 82 82 + let val = db_complete::<CountsValue>(&val_bytes)?; 83 83 + let week_us = key.cursor().to_raw_u64(); 84 84 + let nsid_str = key.collection().to_string(); 85 85 + let estimate = val.dids().estimate() as u64; 86 86 + 87 87 + let entry = weekly_data 88 88 + .entry(week_us) 89 89 + .or_insert_with(|| (Sketch::<14>::default(), Vec::new())); 90 90 + 91 91 + if !is_excluded(&nsid_str) { 92 92 + entry.0.merge(val.dids()); 93 93 + entry.1.push((nsid_str, estimate)); 94 94 + } 95 95 + 96 96 + scanned += 1; 97 97 + if scanned % 500_000 == 0 { 98 98 + eprintln!(" ...scanned {scanned} weekly entries"); 99 99 + } 100 100 + } 101 101 + eprintln!(" total weekly entries scanned: {scanned}"); 102 102 + Ok(weekly_data) 103 103 + } 104 104 + 105 105 + fn weekly_users(rollups: &PartitionHandle) -> anyhow::Result<()> { 106 106 + let weekly_data = scan_weekly(rollups)?; 107 107 + println!("{:<14} {:>12}", "week", "est_users"); 108 108 + for (&week_us, (sketch, _)) in &weekly_data { 109 109 + let week = WeekTruncatedCursor::try_from_raw_u64(week_us)?; 110 110 + println!("{:<14} {:>12}", week_label(week), sketch.estimate()); 111 111 + } 112 112 + Ok(()) 113 113 + } 114 114 + 115 115 + fn weekly_groups(rollups: &PartitionHandle) -> anyhow::Result<()> { 116 116 + let weekly_data = scan_weekly(rollups)?; 117 117 + println!("{:<14} {:>8}", "week", "groups"); 118 118 + for (&week_us, (_, entries)) in &weekly_data { 119 119 + let week = WeekTruncatedCursor::try_from_raw_u64(week_us)?; 120 120 + let count = entries.iter().filter(|(_, est)| *est > 10).count(); 121 121 + println!("{:<14} {:>8}", week_label(week), count); 122 122 + } 123 123 + Ok(()) 124 124 + } 125 125 + 126 126 + fn weekly_parents(rollups: &PartitionHandle) -> anyhow::Result<()> { 127 127 + let weekly_data = scan_weekly(rollups)?; 128 128 + println!("{:<14} {:>8} top parent prefixes", "week", "parents"); 129 129 + for (&week_us, (_, entries)) in &weekly_data { 130 130 + let week = WeekTruncatedCursor::try_from_raw_u64(week_us)?; 131 131 + let mut parent_counts: BTreeMap<&str, usize> = BTreeMap::new(); 132 132 + for (nsid, est) in entries { 133 133 + if *est > 10 { 134 134 + let parent = parent_prefix(nsid); 135 135 + *parent_counts.entry(parent).or_default() += 1; 136 136 + } 137 137 + } 138 138 + let total_parents = parent_counts.len(); 139 139 + let mut sorted: Vec<_> = parent_counts.into_iter().collect(); 140 140 + sorted.sort_by(|a, b| b.1.cmp(&a.1)); 141 141 + let top: Vec<String> = sorted 142 142 + .iter() 143 143 + .take(5) 144 144 + .map(|(prefix, count)| format!("{prefix}({count})")) 145 145 + .collect(); 146 146 + println!( 147 147 + "{:<14} {:>8} {}", 148 148 + week_label(week), 149 149 + total_parents, 150 150 + top.join(", ") 151 151 + ); 152 152 + } 153 153 + Ok(()) 154 154 + } 155 155 + 156 156 + fn main() -> anyhow::Result<()> { 157 157 + let cli = Cli::parse(); 158 158 + 159 159 + eprintln!("opening db at {:?}...", cli.data); 160 160 + let keyspace = Config::new(&cli.data).open()?; 161 161 + let rollups = keyspace.open_partition("rollups", PartitionCreateOptions::default())?; 162 162 + 163 163 + match cli.command { 164 164 + Command::TotalUsers => total_users(&rollups), 165 165 + Command::WeeklyUsers => weekly_users(&rollups), 166 166 + Command::WeeklyGroups => weekly_groups(&rollups), 167 167 + Command::WeeklyParents => weekly_parents(&rollups), 168 168 + } 169 169 + }