base on Application level tracing for Rust. ![Tracing — Structured, application-level diagnostics][splash] [splash]: https://raw.githubusercontent.com/tokio-rs/tracing/master/assets/splash.svg [![Crates.io][crates-badge]][crates-url] [![Documentation][docs-badge]][docs-url] [![Documentation (master)][docs-master-badge]][docs-master-url] [![MIT licensed][mit-badge]][mit-url] [![Build Status][actions-badge]][actions-url] [![Discord chat][discord-badge]][discord-url] [crates-badge]: https://img.shields.io/crates/v/tracing.svg [crates-url]: https://crates.io/crates/tracing [docs-badge]: https://docs.rs/tracing/badge.svg [docs-url]: https://docs.rs/tracing [docs-master-badge]: https://img.shields.io/badge/docs-master-blue [docs-master-url]: https://tracing.rs [mit-badge]: https://img.shields.io/badge/license-MIT-blue.svg [mit-url]: LICENSE [actions-badge]: https://github.com/tokio-rs/tracing/workflows/CI/badge.svg [actions-url]:https://github.com/tokio-rs/tracing/actions?query=workflow%3ACI [discord-badge]: https://img.shields.io/discord/500028886025895936?logo=discord&label=discord&logoColor=white [discord-url]: https://discord.gg/EeF3cQw [Website](https://tokio.rs) | [Chat](https://discord.gg/EeF3cQw) | [Documentation (master branch)](https://tracing-rs.netlify.com/) # The master branch is the pre-release, development version of `tracing`. Please see the [v0.1.x](https://github.com/tokio-rs/tracing/tree/v0.1.x) branch for the versions of `tracing` released to crates.io. ## Overview `tracing` is a framework for instrumenting Rust programs to collect structured, event-based diagnostic information. `tracing` is maintained by the Tokio project, but does _not_ require the `tokio` runtime to be used. ## Usage ### In Applications In order to record trace events, executables have to use a collector implementation compatible with `tracing`. A collector implements a way of collecting trace data, such as by logging it to standard output. [`tracing-subscriber`][tracing-subscriber-docs]'s [`fmt` module][fmt] provides a collector for logging traces with reasonable defaults. Additionally, `tracing-subscriber` is able to consume messages emitted by `log`-instrumented libraries and modules. To use `tracing-subscriber`, add the following to your `Cargo.toml`: ```toml [dependencies] tracing = "0.1" tracing-subscriber = "0.3" ``` Then create and install a collector, for example using [`init()`]: ```rust use tracing::info; use tracing_subscriber; fn main() { // install global collector configured based on RUST_LOG env var. tracing_subscriber::fmt::init(); let number_of_yaks = 3; // this creates a new event, outside of any spans. info!(number_of_yaks, "preparing to shave yaks"); let number_shaved = yak_shave::shave_all(number_of_yaks); info!( all_yaks_shaved = number_shaved == number_of_yaks, "yak shaving completed." ); } ``` Using `init()` calls [`set_global_default()`] so this collector will be used as the default in all threads for the remainder of the duration of the program, similar to how loggers work in the `log` crate. [tracing-subscriber-docs]: https://docs.rs/tracing-subscriber/ [fmt]: https://docs.rs/tracing-subscriber/latest/tracing_subscriber/fmt/index.html [`set_global_default`]: https://docs.rs/tracing/latest/tracing/subscriber/fn.set_global_default.html For more control, a collector can be built in stages and not set globally, but instead used to locally override the default collector. For example: ```rust use tracing::{info, Level}; use tracing_subscriber; fn main() { let collector = tracing_subscriber::fmt() // filter spans/events with level TRACE or higher. .with_max_level(Level::TRACE) // build but do not install the subscriber. .finish(); tracing::collect::with_default(collector, || { info!("This will be logged to stdout"); }); info!("This will _not_ be logged to stdout"); } ``` Any trace events generated outside the context of a collector will not be collected. This approach allows trace data to be collected by multiple collectors within different contexts in the program. Note that the override only applies to the currently executing thread; other threads will not see the change from with_default. Once a collector has been set, instrumentation points may be added to the executable using the `tracing` crate's macros. [`tracing-subscriber`]: https://docs.rs/tracing-subscriber/ [fmt]: https://docs.rs/tracing-subscriber/latest/tracing_subscriber/fmt/index.html [`init()`]: https://docs.rs/tracing-subscriber/latest/tracing_subscriber/fmt/fn.init.html [`set_global_default()`]: https://docs.rs/tracing/latest/tracing/subscriber/fn.set_global_default.html ### In Libraries Libraries should only rely on the `tracing` crate and use the provided macros and types to collect whatever information might be useful to downstream consumers. ```rust use std::{error::Error, io}; use tracing::{debug, error, info, span, warn, Level}; // the `#[tracing::instrument]` attribute creates and enters a span // every time the instrumented function is called. The span is named after // the function or method. Parameters passed to the function are recorded as fields. #[tracing::instrument] pub fn shave(yak: usize) -> Result<(), Box<dyn Error + 'static>> { // this creates an event at the DEBUG level with two fields: // - `excitement`, with the key "excitement" and the value "yay!" // - `message`, with the key "message" and the value "hello! I'm gonna shave a yak." // // unlike other fields, `message`'s shorthand initialization is just the string itself. debug!(excitement = "yay!", "hello! I'm gonna shave a yak."); if yak == 3 { warn!("could not locate yak!"); // note that this is intended to demonstrate `tracing`'s features, not idiomatic // error handling! in a library or application, you should consider returning // a dedicated `YakError`. libraries like snafu or thiserror make this easy. return Err(io::Error::new(io::ErrorKind::Other, "shaving yak failed!").into()); } else { debug!("yak shaved successfully"); } Ok(()) } pub fn shave_all(yaks: usize) -> usize { // Constructs a new span named "shaving_yaks" at the TRACE level, // and a field whose key is "yaks". This is equivalent to writing: // // let span = span!(Level::TRACE, "shaving_yaks", yaks = yaks); // // local variables (`yaks`) can be used as field values // without an assignment, similar to struct initializers. let span = span!(Level::TRACE, "shaving_yaks", yaks); let _enter = span.enter(); info!("shaving yaks"); let mut yaks_shaved = 0; for yak in 1..=yaks { let res = shave(yak); debug!(yak, shaved = res.is_ok()); if let Err(ref error) = res { // Like spans, events can also use the field initialization shorthand. // In this instance, `yak` is the field being initialized. error!(yak, error = error.as_ref(), "failed to shave yak!"); } else { yaks_shaved += 1; } debug!(yaks_shaved); } yaks_shaved } ``` ```toml [dependencies] tracing = "0.1" ``` Note: Libraries should *NOT* install a collector by using a method that calls [`set_global_default()`], as this will cause conflicts when executables try to set the default later. ### In Asynchronous Code To trace `async fn`s, the preferred method is using the [`#[instrument]`][instrument] attribute: ```rust use tracing::{info, instrument}; use tokio::{io::AsyncWriteExt, net::TcpStream}; use std::io; #[instrument] async fn write(stream: &mut TcpStream) -> io::Result<usize> { let result = stream.write(b"hello world\n").await; info!("wrote to stream; success={:?}", result.is_ok()); result } ``` Special handling is needed for the general case of code using [`std::future::Future`][std-future] or blocks with `async`/`await`, as the following example _will not_ work: ```rust async { let _s = span.enter(); // ... } ``` The span guard `_s` will not exit until the future generated by the `async` block is complete. Since futures and spans can be entered and exited _multiple_ times without them completing, the span remains entered for as long as the future exists, rather than being entered only when it is polled, leading to very confusing and incorrect output. For more details, see [the documentation on closing spans][closing]. This problem can be solved using the [`Future::instrument`] combinator: ```rust use tracing::Instrument; let my_future = async { // ... }; my_future .instrument(tracing::info_span!("my_future")) .await ``` `Future::instrument` attaches a span to the future, ensuring that the span's lifetime is as long as the future's. Under the hood, the [`#[instrument]`][instrument] macro performs the same explicit span attachment that `Future::instrument` does. [std-future]: https://doc.rust-lang.org/stable/std/future/trait.Future.html [closing]: https://docs.rs/tracing/latest/tracing/span/index.html#closing-spans [`Future::instrument`]: https://docs.rs/tracing/latest/tracing/trait.Instrument.html#method.instrument [instrument]: https://docs.rs/tracing/latest/tracing/attr.instrument.html ## Supported Rust Versions Tracing is built against the latest stable release. The minimum supported version is 1.63. The current Tracing version is not guaranteed to build on Rust versions earlier than the minimum supported version. Tracing follows the same compiler support policies as the rest of the Tokio project. The current stable Rust compiler and the three most recent minor versions before it will always be supported. For example, if the current stable compiler version is 1.69, the minimum supported version will not be increased past 1.66, three minor versions prior. Increasing the minimum supported compiler version is not considered a semver breaking change as long as doing so complies with this policy. ## Getting Help First, see if the answer to your question can be found in the API documentation. If the answer is not there, there is an active community in the [Tracing Discord channel][chat]. We would be happy to try to answer your question. Last, if that doesn't work, try opening an [issue] with the question. [chat]: https://discord.gg/EeF3cQw [issue]: https://github.com/tokio-rs/tracing/issues/new ## Contributing :balloon: Thanks for your help improving the project! We are so happy to have you! We have a [contributing guide][guide] to help you get involved in the Tracing project. [guide]: CONTRIBUTING.md ## Project layout The [`tracing`] crate contains the primary _instrumentation_ API, used for instrumenting libraries and applications to emit trace data. The [`tracing-core`] crate contains the _core_ API primitives on which the rest of `tracing` is instrumented. Authors of trace subscribers may depend on `tracing-core`, which guarantees a higher level of stability. Additionally, this repository contains several compatibility and utility libraries built on top of `tracing`. Some of these crates are in a pre-release state, and are less stable than the `tracing` and `tracing-core` crates. The crates included as part of Tracing are: * [`tracing-futures`]: Utilities for instrumenting `futures`. ([crates.io][fut-crates]|[docs][fut-docs]) * [`tracing-macros`]: Experimental macros for emitting trace events (unstable). * [`tracing-attributes`]: Procedural macro attributes for automatically instrumenting functions. ([crates.io][attr-crates]|[docs][attr-docs]) * [`tracing-log`]: Compatibility with the `log` crate (unstable). * [`tracing-serde`]: A compatibility layer for serializing trace data with `serde` (unstable). * [`tracing-subscriber`]: Collector implementations, and utilities for implementing and composing `Collector`s. ([crates.io][sub-crates]|[docs][sub-docs]) * [`tracing-tower`]: Compatibility with the `tower` ecosystem (unstable). * [`tracing-appender`]: Utilities for outputting tracing data, including a file appender and non-blocking writer. ([crates.io][app-crates]|[docs][app-docs]) * [`tracing-error`]: Provides `SpanTrace`, a type for instrumenting errors with tracing spans * [`tracing-flame`]; Provides a layer for generating flame graphs based on tracing span entry / exit events. * [`tracing-journald`]: Provides a layer for recording events to the Linux `journald` service, preserving structured data. [`tracing`]: tracing [`tracing-core`]: tracing-core [`tracing-futures`]: tracing-futures [`tracing-macros`]: tracing-macros [`tracing-attributes`]: tracing-attributes [`tracing-log`]: tracing-log [`tracing-serde`]: tracing-serde [`tracing-subscriber`]: tracing-subscriber [`tracing-tower`]: tracing-tower [`tracing-appender`]: tracing-appender [`tracing-error`]: tracing-error [`tracing-flame`]: tracing-flame [`tracing-journald`]: tracing-journald [fut-crates]: https://crates.io/crates/tracing-futures [fut-docs]: https://docs.rs/tracing-futures [attr-crates]: https://crates.io/crates/tracing-attributes [attr-docs]: https://docs.rs/tracing-attributes [sub-crates]: https://crates.io/crates/tracing-subscriber [sub-docs]: https://docs.rs/tracing-subscriber [otel-crates]: https://crates.io/crates/tracing-opentelemetry [otel-docs]: https://docs.rs/tracing-opentelemetry [OpenTelemetry]: https://opentelemetry.io/ [app-crates]: https://crates.io/crates/tracing-appender [app-docs]: https://docs.rs/tracing-appender ## Related Crates In addition to this repository, here are also several third-party crates which are not maintained by the `tokio` project. These include: - [`tracing-timing`] implements inter-event timing metrics on top of `tracing`. It provides a subscriber that records the time elapsed between pairs of `tracing` events and generates histograms. - [`tracing-honeycomb`] Provides a layer that reports traces spanning multiple machines to [honeycomb.io]. Backed by [`tracing-distributed`]. - [`tracing-distributed`] Provides a generic implementation of a layer that reports traces spanning multiple machines to some backend. - [`tracing-actix-web`] provides `tracing` integration for the `actix-web` web framework. - [`tracing-actix`] provides `tracing` integration for the `actix` actor framework. - [`axum-insights`] provides `tracing` integration and Application insights export for the `axum` web framework. - [`tracing-gelf`] implements a subscriber for exporting traces in Greylog GELF format. - [`tracing-coz`] provides integration with the [coz] causal profiler (Linux-only). - [`tracing-bunyan-formatter`] provides a layer implementation that reports events and spans in [bunyan] format, enriched with timing information. - [`tide-tracing`] provides a [tide] middleware to trace all incoming requests and responses. - [`color-spantrace`] provides a formatter for rendering span traces in the style of `color-backtrace` - [`color-eyre`] provides customized panic and eyre report handlers for `eyre::Report` for capturing span traces and backtraces with new errors and pretty printing them. - [`spandoc`] provides a proc macro for constructing spans from doc comments _inside_ of functions. - [`tracing-wasm`] provides a `Collector`/`Subscriber` implementation that reports events and spans via browser `console.log` and [User Timing API (`window.performance`)]. - [`tracing-web`] provides a layer implementation of level-aware logging of events to web browsers' `console.*` and span events to the [User Timing API (`window.performance`)]. - [`test-log`] takes care of initializing `tracing` for tests, based on environment variables with an `env_logger` compatible syntax. - [`tracing-unwrap`] provides convenience methods to report failed unwraps on `Result` or `Option` types to a `Collector`. - [`diesel-tracing`] provides integration with [`diesel`] database connections. - [`tracing-tracy`] provides a way to collect [Tracy] profiles in instrumented applications. - [`tracing-elastic-apm`] provides a layer for reporting traces to [Elastic APM]. - [`tracing-etw`] provides a layer for emitting Windows [ETW] events. - [`sentry-tracing`] provides a layer for reporting events and traces to [Sentry]. - [`tracing-forest`] provides a subscriber that preserves contextual coherence by grouping together logs from the same spans during writing. - [`tracing-loki`] provides a layer for shipping logs to [Grafana Loki]. - [`tracing-logfmt`] provides a layer that formats events and spans into the logfmt format. - [`tracing-chrome`] provides a layer that exports trace data that can be viewed in `chrome://tracing`. - [`reqwest-tracing`] provides a middleware to trace [`reqwest`] HTTP requests. - [`tracing-cloudwatch`] provides a layer that sends events to AWS CloudWatch Logs. - [`clippy-tracing`] provides a tool to add, remove and check for `tracing::instrument`. (if you're the maintainer of a `tracing` ecosystem crate not in this list, please let us know!) [`tracing-timing`]: https://crates.io/crates/tracing-timing [`tracing-honeycomb`]: https://crates.io/crates/tracing-honeycomb [`tracing-distributed`]: https://crates.io/crates/tracing-distributed [honeycomb.io]: https://www.honeycomb.io/ [`tracing-actix`]: https://crates.io/crates/tracing-actix [`tracing-actix-web`]: https://crates.io/crates/tracing-actix-web [`axum-insights`]: https://crates.io/crates/axum-insights [`tracing-gelf`]: https://crates.io/crates/tracing-gelf [`tracing-coz`]: https://crates.io/crates/tracing-coz [coz]: https://github.com/plasma-umass/coz [`tracing-bunyan-formatter`]: https://crates.io/crates/tracing-bunyan-formatter [`tide-tracing`]: https://crates.io/crates/tide-tracing [tide]: https://crates.io/crates/tide [bunyan]: https://github.com/trentm/node-bunyan [`color-spantrace`]: https://docs.rs/color-spantrace [`color-eyre`]: https://docs.rs/color-eyre [`spandoc`]: https://docs.rs/spandoc [`tracing-wasm`]: https://docs.rs/tracing-wasm [`tracing-web`]: https://crates.io/crates/tracing-web [`test-log`]: https://crates.io/crates/test-log [User Timing API (`window.performance`)]: https://developer.mozilla.org/en-US/docs/Web/API/User_Timing_API [`tracing-unwrap`]: https://docs.rs/tracing-unwrap [`diesel`]: https://crates.io/crates/diesel [`diesel-tracing`]: https://crates.io/crates/diesel-tracing [`tracing-tracy`]: https://crates.io/crates/tracing-tracy [Tracy]: https://github.com/wolfpld/tracy [`tracing-elastic-apm`]: https://crates.io/crates/tracing-elastic-apm [Elastic APM]: https://www.elastic.co/apm [`tracing-etw`]: https://github.com/microsoft/rust_win_etw/tree/main/win_etw_tracing [ETW]: https://docs.microsoft.com/en-us/windows/win32/etw/about-event-tracing [`sentry-tracing`]: https://crates.io/crates/sentry-tracing [Sentry]: https://sentry.io/welcome/ [`tracing-forest`]: https://crates.io/crates/tracing-forest [`tracing-loki`]: https://crates.io/crates/tracing-loki [Grafana Loki]: https://grafana.com/oss/loki/ [`tracing-logfmt`]: https://crates.io/crates/tracing-logfmt [`tracing-chrome`]: https://crates.io/crates/tracing-chrome [`reqwest-tracing`]: https://crates.io/crates/reqwest-tracing [`reqwest`]: https://crates.io/crates/reqwest [`tracing-cloudwatch`]: https://crates.io/crates/tracing-cloudwatch [`clippy-tracing`]: https://crates.io/crates/clippy-tracing **Note:** that some of the ecosystem crates are currently unreleased and undergoing active development. They may be less stable than `tracing` and `tracing-core`. ## External Resources This is a list of links to blog posts, conference talks, and tutorials about Tracing. #### Blog Posts * [Diagnostics with Tracing][tokio-blog-2019-08] on the Tokio blog, August 2019 * [Production-Grade Logging in Rust Applications][production-logging-2020], November 2020 * [Custom Logging in Rust using `tracing` and `tracing-subscriber`, part 1][custom-logging-part-1] and [part 2][custom-logging-part-2], October 2021 * [Instrumenting Axum projects][detsys-blog-2023-08], August 2023 [tokio-blog-2019-08]: https://tokio.rs/blog/2019-08-tracing/ [detsys-blog-2023-08]: https://determinate.systems/posts/instrumenting-axum #### Talks * [Bay Area Rust Meetup talk and Q&A][bay-rust-2019-03], March 2019 * [RustConf 2019 talk][rust-conf-2019-08-video] and [slides][rust-conf-2019-08-slides], August 2019 * [Are we observable yet? @ RustyDays talk][rusty-days-2020-08-video] and [slides][rusty-days-2020-08-slides], August 2020 * [Crabs with instruments!][tremorcon-2021-09], September 2021 * [Decrusting the tracing crate by Jon Gjengset][decrusting-tracing-2024-02], February 2024 [bay-rust-2019-03]: https://www.youtube.com/watch?v=j_kXRg3zlec [rust-conf-2019-08-video]: https://www.youtube.com/watch?v=JjItsfqFIdo [rust-conf-2019-08-slides]: https://www.elizas.website/slides/rustconf-8-2019.pdf [rusty-days-2020-08-video]: https://youtu.be/HtKnLiFwHJM [rusty-days-2020-08-slides]: https://docs.google.com/presentation/d/1zrxJs7fJgQ29bKfnAll1bYTo9cYZxsCZUwDDtyp5Fak/edit?usp=sharing [production-logging-2020]: https://medium.com/better-programming/production-grade-logging-in-rust-applications-2c7fffd108a6 [custom-logging-part-1]: https://burgers.io/custom-logging-in-rust-using-tracing [custom-logging-part-2]: https://burgers.io/custom-logging-in-rust-using-tracing-part-2 [tremorcon-2021-09]: https://www.youtube.com/watch?v=ZC7fyqshun8 [decrusting-tracing-2024-02]: https://www.youtube.com/watch?v=21rtHinFA40 Help us expand this list! If you've written or spoken about Tracing, or know of resources that aren't listed, please open a pull request adding them. ## License This project is licensed under the [MIT license](LICENSE). ### Contribution Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in Tracing by you, shall be licensed as MIT, without any additional terms or conditions. ", Assign "at most 3 tags" to the expected json: {"id":"4357","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"