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base on Limbo is a project to build the modern evolution of SQLite. <img src="limbo.png" alt="Limbo" width="800"/> <h1 align="center">Project Limbo</h1> Limbo is a project to build the modern evolution of SQLite. <a title="Build Status" target="_blank" href="https://github.com/tursodatabase/limbo/actions/workflows/rust.yml"><img src="https://img.shields.io/github/actions/workflow/status/tursodatabase/limbo/rust.yml?style=flat-square"></a> <a title="Releases" target="_blank" href="https://github.com/tursodatabase/limbo/releases"><img src="https://img.shields.io/github/release/tursodatabase/limbo?style=flat-square&color=9CF"></a> <a title="Rust" target="_blank" href="https://crates.io/crates/limbo"><img alt="PyPI" src="https://img.shields.io/crates/v/limbo"></a> <a title="JavaScript" target="_blank" href="https://www.npmjs.com/package/@tursodatabase/limbo"><img alt="PyPI" src="https://img.shields.io/npm/v/@tursodatabase/limbo"></a> <a title="Python" target="_blank" href="https://pypi.org/project/pylimbo/"><img alt="PyPI" src="https://img.shields.io/pypi/v/pylimbo"></a> <a title="MIT" target="_blank" href="https://github.com/tursodatabase/limbo/blob/main/LICENSE.md"><img src="http://img.shields.io/badge/license-MIT-orange.svg?style=flat-square"></a> <a title="GitHub Pull Requests" target="_blank" href="https://github.com/tursodatabase/limbo/pulls"><img src="https://img.shields.io/github/issues-pr-closed/tursodatabase/limbo.svg?style=flat-square&color=FF9966"></a> <a title="GitHub Commits" target="_blank" href="https://github.com/tursodatabase/limbo/commits/main"><img src="https://img.shields.io/github/commit-activity/m/tursodatabase/limbo.svg?style=flat-square"></a> <a title="Last Commit" target="_blank" href="https://github.com/tursodatabase/limbo/commits/main"><img src="https://img.shields.io/github/last-commit/tursodatabase/limbo.svg?style=flat-square&color=FF9900"></a> <a title="Developer's Discord" target="_blank" href="https://discord.gg/jgjmyYgHwB"><img alt="Chat with developers on Discord" src="https://img.shields.io/discord/1258658826257961020?label=Discord&logo=Discord&style=social"></a> --- ## Features and Roadmap Limbo is a _work-in-progress_, in-process OLTP database engine library written in Rust that has: * **Asynchronous I/O** support on Linux with `io_uring` * **SQLite compatibility** [[doc](COMPAT.md)] for SQL dialect, file formats, and the C API * **Language bindings** for JavaScript/WebAssembly, Rust, Go, Python, and [Java](bindings/java) * **OS support** for Linux, macOS, and Windows In the future, we will be also working on: * **Integrated vector search** for embeddings and vector similarity. * **`BEGIN CONCURRENT`** for improved write throughput. * **Improved schema management** including better `ALTER` support and strict column types by default. ## Getting Started <details> <summary>💻 Command Line</summary> You can install the latest `limbo` release with: ```shell curl --proto '=https' --tlsv1.2 -LsSf \ https://github.com/tursodatabase/limbo/releases/latest/download/limbo_cli-installer.sh | sh ``` Then launch the shell to execute SQL statements: ```console Limbo Enter ".help" for usage hints. Connected to a transient in-memory database. Use ".open FILENAME" to reopen on a persistent database limbo> CREATE TABLE users (id INT PRIMARY KEY, username TEXT); limbo> INSERT INTO users VALUES (1, 'alice'); limbo> INSERT INTO users VALUES (2, 'bob'); limbo> SELECT * FROM users; 1|alice 2|bob ``` You can also build and run the latest development version with: ```shell cargo run ``` </details> <details> <summary>🦀 Rust</summary> ```console cargo add limbo ``` Example usage: ```rust let db = Builder::new_local("sqlite.db").build().await?; let conn = db.connect()?; let res = conn.query("SELECT * FROM users", ()).await?; ``` </details> <details> <summary>✨ JavaScript</summary> ```console npm i limbo-wasm ``` Example usage: ```js import { Database } from 'limbo-wasm'; const db = new Database('sqlite.db'); const stmt = db.prepare('SELECT * FROM users'); const users = stmt.all(); console.log(users); ``` </details> <details> <summary>🐍 Python</summary> ```console pip install pylimbo ``` Example usage: ```python import limbo con = limbo.connect("sqlite.db") cur = con.cursor() res = cur.execute("SELECT * FROM users") print(res.fetchone()) ``` </details> <details> <summary>🐹 Go</summary> 1. Clone the repository 2. Build the library and set your LD_LIBRARY_PATH to include limbo's target directory ```console cargo build --package limbo-go export LD_LIBRARY_PATH=/path/to/limbo/target/debug:$LD_LIBRARY_PATH ``` 3. Use the driver ```console go get github.com/tursodatabase/limbo go install github.com/tursodatabase/limbo ``` Example usage: ```go import ( "database/sql" _"github.com/tursodatabase/limbo" ) conn, _ = sql.Open("sqlite3", "sqlite.db") defer conn.Close() stmt, _ := conn.Prepare("select * from users") defer stmt.Close() rows, _ = stmt.Query() for rows.Next() { var id int var username string _ := rows.Scan(&id, &username) fmt.Printf("User: ID: %d, Username: %s\n", id, username) } ``` </details> <details> <summary>☕️ Java</summary> We integrated Limbo into JDBC. For detailed instructions on how to use Limbo with java, please refer to the [README.md under bindings/java](bindings/java/README.md). </details> ## Contributing We'd love to have you contribute to Limbo! Please check out the [contribution guide] to get started. ## FAQ ### How is Limbo different from Turso's libSQL? Limbo is a project to build the modern evolution of SQLite in Rust, with a strong open contribution focus and features like native async support, vector search, and more. The libSQL project is also an attempt to evolve SQLite in a similar direction, but through a fork rather than a rewrite. Rewriting SQLite in Rust started as an unassuming experiment, and due to its incredible success, replaces libSQL as our intended direction. At this point, libSQL is production ready, Limbo is not - although it is evolving rapidly. As the project starts to near production readiness, we plan to rename it to just "Turso". More details [here](https://turso.tech/blog/we-will-rewrite-sqlite-and-we-are-going-all-in). ## Publications * Pekka Enberg, Sasu Tarkoma, Jon Crowcroft Ashwin Rao (2024). Serverless Runtime / Database Co-Design With Asynchronous I/O. In _EdgeSys ‘24_. [[PDF]](https://penberg.org/papers/penberg-edgesys24.pdf) * Pekka Enberg, Sasu Tarkoma, and Ashwin Rao (2023). Towards Database and Serverless Runtime Co-Design. In _CoNEXT-SW ’23_. [[PDF](https://penberg.org/papers/penberg-conext-sw-23.pdf)] [[Slides](https://penberg.org/papers/penberg-conext-sw-23-slides.pdf)] ## License This project is licensed under the [MIT license]. ### Contribution Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in Limbo by you, shall be licensed as MIT, without any additional terms or conditions. [contribution guide]: https://github.com/tursodatabase/limbo/blob/main/CONTRIBUTING.md [MIT license]: https://github.com/tursodatabase/limbo/blob/main/LICENSE.md ## Contributors Thanks to all the contributors to Limbo! <a href="https://github.com/tursodatabase/limbo/graphs/contributors"> <img src="https://contrib.rocks/image?repo=tursodatabase/limbo" /> </a> ", Assign "at most 3 tags" to the expected json: {"id":"12444","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"

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