Blob cantine/src/bin/check_sim.rs
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use std::{
convert::TryFrom,
env,
path::Path,
sync::{mpsc, Arc},
thread::spawn,
};
use crossbeam_channel;
use tantivy::{schema::Term, Index, Result};
use cantine::{
database::DatabaseReader,
index::RecipeIndex,
model::{Recipe, RecipeId, Sort},
};
use tique::topterms::TopTerms;
struct Checked {
id: RecipeId,
top_pretty: Vec<String>,
len: usize,
simple: Res,
weighted: Res,
}
struct Res {
num_found: usize,
recall: f32,
position: Option<usize>,
}
fn main() -> Result<()> {
let base_dir = env::args()
.nth(1)
.expect("First parameter is a path to a directory");
let base_path = Path::new(&base_dir);
let index_path = base_path.join("tantivy");
let db_path = base_path.join("database");
let index = Index::open_in_dir(&index_path)?;
let reader = index.reader()?;
let recipe_index = Arc::new(RecipeIndex::try_from(&index.schema())?);
let database = Arc::new(DatabaseReader::<Recipe>::open(&db_path)?);
let topterms = Arc::new(TopTerms::new(
&index,
vec![
recipe_index.name,
recipe_index.ingredients,
recipe_index.instructions,
],
)?);
let (id_sender, id_receiver) = crossbeam_channel::unbounded();
let (checked_sender, checked_receiver) = mpsc::channel();
let mut workers = Vec::new();
for _ in 0..4 {
let receiver = id_receiver.clone();
let database = database.clone();
let recipe_index = recipe_index.clone();
let topterms = topterms.clone();
let searcher = reader.searcher();
let checked_sender = checked_sender.clone();
workers.push(spawn(move || -> Result<()> {
for id in receiver {
let recipe = database
.find_by_id(id)
.map(|res| res.ok())
.flatten()
.expect("ids are valid and db is healthy");
let mut input = Vec::new();
input.push(recipe.name.as_str());
for ingredient in &recipe.ingredients {
input.push(ingredient.as_str());
}
for instruction in &recipe.instructions {
input.push(instruction.as_str());
}
let keywords = topterms.extract_filtered(
20,
input.join("\n").as_str(),
&|term: &Term, _tf, doc_freq, _num_docs| {
// I haven't put any effort in the tokenization step,
// so there's plenty of "relevant rubbish" in the
// index like "100g", "tbsp", unicode fractions, etc.
// These heuristics are just an attempt of reducing the
// garbage, but a decent injection pipeline should be getting
// rid of these, not an ad-hoc filter
let text = term.text();
doc_freq > 5 && text.chars().count() > 4 && !text.ends_with("tbsp")
},
);
let top_pretty = keywords
.terms()
.take(5)
.map(|term| term.text().to_string())
.collect::<Vec<_>>();
let recipe_id = recipe.recipe_id;
let canon_sim_ids = recipe.similar_recipe_ids;
let src_sim_len = canon_sim_ids.len() as f32;
let recallfn = |query| -> Result<Res> {
let (_num_matching, similar_ids, _after) =
recipe_index.search(&searcher, &query, 11, Sort::Relevance, None)?;
let position = similar_ids.iter().position(|&sim_id| recipe_id == sim_id);
let mut hit = 0;
for id in canon_sim_ids.iter() {
if similar_ids.iter().any(|found_id| found_id == id) {
hit += 1;
}
}
Ok(Res {
num_found: similar_ids.len(),
recall: hit as f32 / src_sim_len,
position,
})
};
let len = keywords.len();
let simple = recallfn(keywords.clone().into_query())?;
let weighted = recallfn(keywords.into_boosted_query(1.0))?;
let checked = Checked {
id: recipe_id,
len,
top_pretty,
simple,
weighted,
};
checked_sender.send(checked).expect("send() always works");
}
Ok(())
}));
}
drop(id_receiver);
drop(checked_sender);
for &id in database.ids() {
id_sender.send(id).expect("send() always works");
}
drop(id_sender);
println!("recipe_id,len,top5,simple_weighted_found_delta,simple_pos,weighted_pos,simple_recall,weighted_recall");
for checked in checked_receiver {
println!(
"{},{},{},{},{},{},{},{}",
checked.id,
checked.len,
checked.top_pretty.join(";"),
checked.simple.num_found - checked.weighted.num_found,
checked.simple.position.map(|p| p as isize).unwrap_or(-1),
checked.weighted.position.map(|p| p as isize).unwrap_or(-1),
checked.simple.recall,
checked.weighted.recall,
);
}
for worker in workers.into_iter() {
worker.join().expect("join() always works")?;
}
Ok(())
}
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