A lightning-fast search API that fits effortlessly into your apps, websites, and workflow
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the milli logo

a concurrent indexer combined with fast and relevant search algorithms

Introduction

This repository contains the core engine used in Meilisearch.

It contains a library that can manage one and only one index. Meilisearch manages the multi-index itself. Milli is unable to store updates in a store: it is the job of something else above and this is why it is only able to process one update at a time.

This repository contains crates to quickly debug the engine:

  • There are benchmarks located in the benchmarks crate.
  • The http-ui crate is a simple HTTP dashboard to tests the features like for real!
  • The infos crate is used to dump the internal data-structure and ensure correctness.
  • The search crate is a simple command-line that helps run flamegraph on top of it.
  • The helpers crate is only used to modify the database inplace, sometimes.

Compile and run the HTTP debug server

You can specify the number of threads to use to index documents and many other settings too.

cd http-ui
cargo run --release -- --db my-database.mdb -vvv --indexing-jobs 8

Index your documents

It can index a massive amount of documents in not much time, I already achieved to index:

  • 115m songs (song and artist name) in ~48min and take 81GiB on disk.
  • 12m cities (name, timezone and country ID) in ~4min and take 6GiB on disk.

These metrics are done on a MacBook Pro with the M1 processor.

You can feed the engine with your CSV (comma-separated, yes) data like this:

printf "id,name,age\n1,hello,32\n2,kiki,24\n" | http POST 127.0.0.1:9700/documents content-type:text/csv

Don't forget to specify the id of the documents. Also, note that it supports JSON and JSON streaming: you can send them to the engine by using the content-type:application/json and content-type:application/x-ndjson headers respectively.

Querying the engine via the website

You can query the engine by going to the HTML page itself.

Contributing

You can setup a git-hook to stop you from making a commit too fast. It'll stop you if:

  • Any of the workspaces does not build
  • Your code is not well-formatted

These two things are also checked in the CI, so ignoring the hook won't help you merge your code. But if you need to, you can still add --no-verify when creating your commit to ignore the hook.

To enable the hook, run the following command from the root of the project:

cp script/pre-commit .git/hooks/pre-commit