MeiliSearch/src/bin/infos.rs

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Rust
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use std::path::PathBuf;
use std::{str, io};
use anyhow::Context;
use heed::EnvOpenOptions;
use milli::Index;
use structopt::StructOpt;
use Command::*;
#[cfg(target_os = "linux")]
#[global_allocator]
static ALLOC: jemallocator::Jemalloc = jemallocator::Jemalloc;
#[derive(Debug, StructOpt)]
#[structopt(name = "milli-info", about = "A stats crawler for milli.")]
struct Opt {
/// The database path where the database is located.
/// It is created if it doesn't already exist.
#[structopt(long = "db", parse(from_os_str))]
database: PathBuf,
/// The maximum size the database can take on disk. It is recommended to specify
/// the whole disk space (value must be a multiple of a page size).
#[structopt(long = "db-size", default_value = "107374182400")] // 100 GB
database_size: usize,
/// Verbose mode (-v, -vv, -vvv, etc.)
#[structopt(short, long, parse(from_occurrences))]
verbose: usize,
#[structopt(subcommand)]
command: Command,
}
#[derive(Debug, StructOpt)]
enum Command {
/// Outputs a CSV of the most frequent words of this index.
///
/// `word` are displayed and ordered by frequency.
/// `document_frequency` defines the number of documents which contains the word.
/// `frequency` defines the number times the word appears in all the documents.
MostCommonWords {
/// The maximum number of frequencies to return.
#[structopt(default_value = "10")]
limit: usize,
},
/// Outputs a CSV with the frequencies of the specified words.
///
/// Read the documentation of the `most-common-words` command
/// for more information about the CSV headers.
WordsFrequencies {
/// The words you want to retrieve frequencies of.
words: Vec<String>,
},
/// Outputs a CSV with the biggest entries of the database.
BiggestValueSizes {
/// The maximum number of sizes to return.
#[structopt(default_value = "10")]
limit: usize,
},
/// Outputs a CSV with the document ids for all the positions of the given words.
WordPositionDocIds {
/// Show the value entirely, not just the debug version.
#[structopt(long)]
full_display: bool,
/// The words you want to display the values of.
words: Vec<String>,
},
/// Outputs a CSV with all the positions of the given words.
WordPositions {
/// Show the value entirely, not just the debug version.
#[structopt(long)]
full_display: bool,
/// The words you want to display the values of.
words: Vec<String>,
},
}
fn main() -> anyhow::Result<()> {
let opt = Opt::from_args();
stderrlog::new()
.verbosity(opt.verbose)
.show_level(false)
.timestamp(stderrlog::Timestamp::Off)
.init()?;
let env = EnvOpenOptions::new()
.map_size(opt.database_size)
.max_dbs(10)
.open(&opt.database)?;
// Open the LMDB database.
let index = Index::new(&env)?;
let rtxn = env.read_txn()?;
match opt.command {
MostCommonWords { limit } => most_common_words(&index, &rtxn, limit),
WordsFrequencies { words } => words_frequencies(&index, &rtxn, words),
BiggestValueSizes { limit } => biggest_value_sizes(&index, &rtxn, limit),
WordPositionDocIds { full_display, words } => word_position_doc_ids(&index, &rtxn, !full_display, words),
WordPositions { full_display, words } => word_positions(&index, &rtxn, !full_display, words),
}
}
fn most_common_words(index: &Index, rtxn: &heed::RoTxn, limit: usize) -> anyhow::Result<()> {
use std::collections::BinaryHeap;
use std::cmp::Reverse;
use roaring::RoaringBitmap;
let mut heap = BinaryHeap::with_capacity(limit + 1);
let mut prev = None as Option<(String, u64, RoaringBitmap)>;
for result in index.word_position_docids.iter(rtxn)? {
if limit == 0 { break }
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let ((word, _position), postings) = result?;
match prev.as_mut() {
Some((prev_word, freq, docids)) if prev_word == word => {
*freq += postings.len();
docids.union_with(&postings);
},
Some((prev_word, freq, docids)) => {
heap.push(Reverse((docids.len(), *freq, prev_word.to_string())));
if heap.len() > limit { heap.pop(); }
prev = Some((word.to_string(), postings.len(), postings))
},
None => prev = Some((word.to_string(), postings.len(), postings)),
}
}
if let Some((prev_word, freq, docids)) = prev {
heap.push(Reverse((docids.len(), freq, prev_word.to_string())));
if heap.len() > limit { heap.pop(); }
}
let stdout = io::stdout();
let mut wtr = csv::Writer::from_writer(stdout.lock());
wtr.write_record(&["word", "document_frequency", "frequency"])?;
for Reverse((document_frequency, frequency, word)) in heap.into_sorted_vec() {
wtr.write_record(&[word, document_frequency.to_string(), frequency.to_string()])?;
}
Ok(wtr.flush()?)
}
fn words_frequencies(index: &Index, rtxn: &heed::RoTxn, words: Vec<String>) -> anyhow::Result<()> {
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use heed::BytesDecode;
use heed::types::ByteSlice;
use milli::heed_codec::{RoaringBitmapCodec, StrBEU32Codec};
use roaring::RoaringBitmap;
let stdout = io::stdout();
let mut wtr = csv::Writer::from_writer(stdout.lock());
wtr.write_record(&["word", "document_frequency", "frequency"])?;
for word in words {
let mut document_frequency = RoaringBitmap::new();
let mut frequency = 0;
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let db = index.word_position_docids.as_polymorph();
for result in db.prefix_iter::<_, ByteSlice, RoaringBitmapCodec>(rtxn, word.as_bytes())? {
let (bytes, postings) = result?;
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let (w, _position) = StrBEU32Codec::bytes_decode(bytes).unwrap();
// if the word is not exactly the word we requested then it means
// we found a word that *starts with* the requested word and we must stop.
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if word != w { break }
document_frequency.union_with(&postings);
frequency += postings.len();
}
wtr.write_record(&[word, document_frequency.len().to_string(), frequency.to_string()])?;
}
Ok(wtr.flush()?)
}
fn biggest_value_sizes(index: &Index, rtxn: &heed::RoTxn, limit: usize) -> anyhow::Result<()> {
use std::cmp::Reverse;
use std::collections::BinaryHeap;
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use heed::BytesDecode;
use heed::types::{Str, ByteSlice};
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use milli::heed_codec::StrBEU32Codec;
let main_name = "main";
let word_positions_name = "word_positions";
let word_position_docids_name = "word_position_docids";
let word_four_positions_docids_name = "word_four_positions_docids";
let word_attribute_docids_name = "word_attribute_docids";
let mut heap = BinaryHeap::with_capacity(limit + 1);
if limit > 0 {
if let Some(fst) = index.fst(rtxn)? {
heap.push(Reverse((fst.as_fst().as_bytes().len(), format!("words-fst"), main_name)));
if heap.len() > limit { heap.pop(); }
}
if let Some(documents) = index.main.get::<_, Str, ByteSlice>(rtxn, "documents")? {
heap.push(Reverse((documents.len(), format!("documents"), main_name)));
if heap.len() > limit { heap.pop(); }
}
if let Some(documents_ids) = index.main.get::<_, Str, ByteSlice>(rtxn, "documents-ids")? {
heap.push(Reverse((documents_ids.len(), format!("documents-ids"), main_name)));
if heap.len() > limit { heap.pop(); }
}
for result in index.word_positions.as_polymorph().iter::<_, Str, ByteSlice>(rtxn)? {
let (word, value) = result?;
heap.push(Reverse((value.len(), word.to_string(), word_positions_name)));
if heap.len() > limit { heap.pop(); }
}
for result in index.word_position_docids.as_polymorph().iter::<_, ByteSlice, ByteSlice>(rtxn)? {
let (key_bytes, value) = result?;
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let (word, position) = StrBEU32Codec::bytes_decode(key_bytes).unwrap();
let key = format!("{} {}", word, position);
heap.push(Reverse((value.len(), key, word_position_docids_name)));
if heap.len() > limit { heap.pop(); }
}
for result in index.word_four_positions_docids.as_polymorph().iter::<_, ByteSlice, ByteSlice>(rtxn)? {
let (key_bytes, value) = result?;
let (word, lower_position) = StrBEU32Codec::bytes_decode(key_bytes).unwrap();
let key = format!("{} {}..{}", word, lower_position, lower_position + 4);
heap.push(Reverse((value.len(), key, word_four_positions_docids_name)));
if heap.len() > limit { heap.pop(); }
}
for result in index.word_attribute_docids.as_polymorph().iter::<_, ByteSlice, ByteSlice>(rtxn)? {
let (key_bytes, value) = result?;
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let (word, attribute) = StrBEU32Codec::bytes_decode(key_bytes).unwrap();
let key = format!("{} {}", word, attribute);
heap.push(Reverse((value.len(), key, word_attribute_docids_name)));
if heap.len() > limit { heap.pop(); }
}
}
let stdout = io::stdout();
let mut wtr = csv::Writer::from_writer(stdout.lock());
wtr.write_record(&["database_name", "key_name", "size"])?;
for Reverse((size, key_name, database_name)) in heap.into_sorted_vec() {
wtr.write_record(&[database_name.to_string(), key_name, size.to_string()])?;
}
Ok(wtr.flush()?)
}
fn word_position_doc_ids(index: &Index, rtxn: &heed::RoTxn, debug: bool, words: Vec<String>) -> anyhow::Result<()> {
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use heed::BytesDecode;
use heed::types::ByteSlice;
use milli::heed_codec::{RoaringBitmapCodec, StrBEU32Codec};
let stdout = io::stdout();
let mut wtr = csv::Writer::from_writer(stdout.lock());
wtr.write_record(&["word", "position", "document_ids"])?;
let mut non_debug = Vec::new();
for word in words {
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let db = index.word_position_docids.as_polymorph();
for result in db.prefix_iter::<_, ByteSlice, RoaringBitmapCodec>(rtxn, word.as_bytes())? {
let (bytes, postings) = result?;
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let (w, position) = StrBEU32Codec::bytes_decode(bytes).unwrap();
// if the word is not exactly the word we requested then it means
// we found a word that *starts with* the requested word and we must stop.
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if word != w { break }
let postings_string = if debug {
format!("{:?}", postings)
} else {
non_debug.clear();
non_debug.extend(postings);
format!("{:?}", non_debug)
};
wtr.write_record(&[&word, &position.to_string(), &postings_string])?;
}
}
Ok(wtr.flush()?)
}
fn word_positions(index: &Index, rtxn: &heed::RoTxn, debug: bool, words: Vec<String>) -> anyhow::Result<()> {
let stdout = io::stdout();
let mut wtr = csv::Writer::from_writer(stdout.lock());
wtr.write_record(&["word", "positions"])?;
let mut non_debug = Vec::new();
for word in words {
let postings = index.word_positions.get(rtxn, &word)?
.with_context(|| format!("could not find word {:?}", &word))?;
let postings_string = if debug {
format!("{:?}", postings)
} else {
non_debug.clear();
non_debug.extend(postings);
format!("{:?}", non_debug)
};
wtr.write_record(&[word, postings_string])?;
}
Ok(wtr.flush()?)
}