Files
catena/crates/rrf/src/main.rs
T

139 lines
4.4 KiB
Rust

//! Reciprocal rank fusion: several ranked lists in, one ranked list out.
use std::io::{BufWriter, Read, Write};
use std::path::PathBuf;
use std::process::ExitCode;
use clap::Parser;
use corpus_core::{Channel, Hit, exit, ndjson};
use rrf::Weights;
/// Fuse several ranked lists of hits into one.
///
/// Reads hit records on stdin, in any order and interleaved if you like —
/// each carries the rank its own channel gave it, so the stream does not have
/// to be grouped. Writes the fused list, best first, with `rank` and `score`
/// replaced by the fused ones.
///
/// Database-agnostic on purpose. By the time a hit reaches here it is already
/// yours, so this is the one tool in the suite that is worth calling in
/// process rather than as a subprocess.
#[derive(Parser)]
#[command(
version,
about,
after_help = "\
Example:
cat vector.ndjson fts.ndjson | rrf --limit 10
Weights are given as channel=number, and default to vec=1, fts=1, meta=1.5 —
a metadata match outranks a body-text match at the same rank, because a book
rarely repeats its own title in its body."
)]
struct Args {
/// Hit stream to read. Reads stdin when absent.
path: Option<PathBuf>,
/// How many results to keep. All of them when absent.
#[arg(long, short = 'n', value_name = "COUNT")]
limit: Option<usize>,
/// The rank constant.
#[arg(long = "rrf-k", default_value_t = rrf::K, value_name = "K")]
k: f64,
/// What a channel's rank is worth, as `channel=number`. Repeatable.
#[arg(long, value_name = "CHANNEL=WEIGHT")]
weight: Vec<String>,
}
fn main() -> ExitCode {
let args = Args::parse();
let weights = match weights(&args) {
Ok(weights) => weights,
Err(why) => {
eprintln!("rrf: {why}");
return ExitCode::from(exit::USAGE);
}
};
let hits: Result<Vec<Hit>, _> = match args.path.as_deref() {
Some(path) => match std::fs::File::open(path) {
Ok(file) => ndjson::read(std::io::BufReader::new(file)).collect(),
Err(e) => {
eprintln!("rrf: {}: {e}", path.display());
return ExitCode::from(exit::IO);
}
},
None => {
let mut text = Vec::new();
if let Err(e) = std::io::stdin().read_to_end(&mut text) {
eprintln!("rrf: {e}");
return ExitCode::from(exit::IO);
}
ndjson::read(text.as_slice()).collect()
}
};
let hits = match hits {
Ok(hits) => hits,
Err(e) => {
eprintln!("rrf: {e}");
return ExitCode::from(if e.is_broken_pipe() {
exit::OK
} else {
exit::DATA
});
}
};
let fused = rrf::fuse(&hits, &weights);
let fused = &fused[..args.limit.unwrap_or(fused.len()).min(fused.len())];
let mut out = BufWriter::new(std::io::stdout().lock());
for hit in fused {
if let Err(e) = ndjson::write_line(&mut out, hit) {
// A consumer that stopped reading is not a failure.
if e.is_broken_pipe() {
return ExitCode::from(exit::OK);
}
eprintln!("rrf: {e}");
return ExitCode::from(exit::IO);
}
}
match out.flush() {
Ok(()) => ExitCode::from(exit::OK),
Err(e) if e.kind() == std::io::ErrorKind::BrokenPipe => ExitCode::from(exit::OK),
Err(e) => {
eprintln!("rrf: {e}");
ExitCode::from(exit::IO)
}
}
}
fn weights(args: &Args) -> Result<Weights, String> {
if !args.k.is_finite() || args.k <= 0.0 {
return Err(format!("--rrf-k {} must be a positive number", args.k));
}
let mut weights = Weights {
k: args.k,
..Weights::default()
};
for given in &args.weight {
let (channel, weight) = given
.split_once('=')
.ok_or_else(|| format!("--weight {given:?} is not channel=number"))?;
let channel: Channel = serde_json::from_value(serde_json::Value::String(channel.into()))
.map_err(|_| format!("--weight {given:?} names no channel this knows"))?;
let weight: f64 = weight
.parse()
.map_err(|_| format!("--weight {given:?} is not channel=number"))?;
if !weight.is_finite() {
return Err(format!("--weight {given:?} is not a number"));
}
weights.channels.insert(channel, weight);
}
Ok(weights)
}