MeiliSearch/meilidb/examples/create-database.rs

151 lines
4.0 KiB
Rust

#[global_allocator]
static ALLOC: jemallocator::Jemalloc = jemallocator::Jemalloc;
use std::collections::{HashMap, HashSet};
use std::io::{self, BufRead, BufReader};
use std::path::{Path, PathBuf};
use std::time::Instant;
use std::error::Error;
use std::borrow::Cow;
use std::fs::File;
use diskus::Walk;
use sysinfo::{SystemExt, ProcessExt};
use serde::{Serialize, Deserialize};
use structopt::StructOpt;
use meilidb_data::Database;
use meilidb_schema::Schema;
#[derive(Debug, StructOpt)]
pub struct Opt {
/// The destination where the database must be created.
#[structopt(parse(from_os_str))]
pub database_path: PathBuf,
/// The csv file to index.
#[structopt(parse(from_os_str))]
pub csv_data_path: PathBuf,
/// The path to the schema.
#[structopt(long = "schema", parse(from_os_str))]
pub schema_path: PathBuf,
/// The path to the list of stop words (one by line).
#[structopt(long = "stop-words", parse(from_os_str))]
pub stop_words_path: Option<PathBuf>,
#[structopt(long = "update-group-size")]
pub update_group_size: Option<usize>,
}
#[derive(Serialize, Deserialize)]
struct Document<'a> (
#[serde(borrow)]
HashMap<Cow<'a, str>, Cow<'a, str>>
);
fn index(
schema: Schema,
database_path: &Path,
csv_data_path: &Path,
update_group_size: Option<usize>,
stop_words: &HashSet<String>,
) -> Result<Database, Box<dyn Error>>
{
let database = Database::start_default(database_path)?;
let mut wtr = csv::Writer::from_path("./stats.csv").unwrap();
wtr.write_record(&["NumberOfDocuments", "DiskUsed", "MemoryUsed"])?;
let mut system = sysinfo::System::new();
let index = database.create_index("test", schema.clone())?;
let mut rdr = csv::Reader::from_path(csv_data_path)?;
let mut raw_record = csv::StringRecord::new();
let headers = rdr.headers()?.clone();
let mut i = 0;
let mut end_of_file = false;
while !end_of_file {
let mut update = index.documents_addition();
loop {
end_of_file = !rdr.read_record(&mut raw_record)?;
if end_of_file { break }
let document: Document = match raw_record.deserialize(Some(&headers)) {
Ok(document) => document,
Err(e) => {
eprintln!("{:?}", e);
continue;
}
};
update.update_document(&document)?;
print!("\rindexing document {}", i);
i += 1;
if let Some(group_size) = update_group_size {
if i % group_size == 0 { break }
}
}
println!();
println!("committing update...");
update.finalize()?;
// write stats
let directory_size = Walk::new(&[database_path.to_owned()], 4).run();
system.refresh_all();
let memory = system.get_process(sysinfo::get_current_pid()).unwrap().memory(); // in kb
wtr.write_record(&[i.to_string(), directory_size.to_string(), memory.to_string()])?;
wtr.flush()?;
}
Ok(database)
}
fn retrieve_stop_words(path: &Path) -> io::Result<HashSet<String>> {
let f = File::open(path)?;
let reader = BufReader::new(f);
let mut words = HashSet::new();
for line in reader.lines() {
let line = line?;
let word = line.trim().to_string();
words.insert(word);
}
Ok(words)
}
fn main() -> Result<(), Box<dyn Error>> {
let _ = env_logger::init();
let opt = Opt::from_args();
let schema = {
let file = File::open(&opt.schema_path)?;
Schema::from_toml(file)?
};
let stop_words = match opt.stop_words_path {
Some(ref path) => retrieve_stop_words(path)?,
None => HashSet::new(),
};
let start = Instant::now();
let result = index(schema, &opt.database_path, &opt.csv_data_path, opt.update_group_size, &stop_words);
if let Err(e) = result {
return Err(e.into())
}
println!("database created in {:.2?} at: {:?}", start.elapsed(), opt.database_path);
Ok(())
}