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#7 in Debugging
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SLoC
tracing
Application-level tracing for Rust.
Overview
tracing
is a framework for instrumenting Rust programs to collect
structured, event-based diagnostic information.
In asynchronous systems like Tokio, interpreting traditional log messages can
often be quite challenging. Since individual tasks are multiplexed on the same
thread, associated events and log lines are intermixed making it difficult to
trace the logic flow. tracing
expands upon logging-style diagnostics by
allowing libraries and applications to record structured events with additional
information about temporality and causality — unlike a log message, a span
in tracing
has a beginning and end time, may be entered and exited by the
flow of execution, and may exist within a nested tree of similar spans. In
addition, tracing
spans are structured, with the ability to record typed
data as well as textual messages.
The tracing
crate provides the APIs necessary for instrumenting libraries
and applications to emit trace data.
Compiler support: requires rustc
1.56+
Usage
(The examples below are borrowed from the log
crate's yak-shaving
example, modified to
idiomatic tracing
.)
In Applications
In order to record trace events, executables have to use a Subscriber
implementation compatible with tracing
. A Subscriber
implements a way of
collecting trace data, such as by logging it to standard output. tracing_subscriber
's
fmt
module provides reasonable defaults.
Additionally, tracing-subscriber
is able to consume messages emitted by log
-instrumented libraries and modules.
The simplest way to use a subscriber is to call the set_global_default
function.
use tracing::{info, Level};
use tracing_subscriber::FmtSubscriber;
fn main() {
// a builder for `FmtSubscriber`.
let subscriber = FmtSubscriber::builder()
// all spans/events with a level higher than TRACE (e.g, debug, info, warn, etc.)
// will be written to stdout.
.with_max_level(Level::TRACE)
// completes the builder.
.finish();
tracing::subscriber::set_global_default(subscriber)
.expect("setting default subscriber failed");
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."
);
}
[dependencies]
tracing = "0.1"
tracing-subscriber = "0.3.0"
This subscriber 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.
In addition, you can locally override the default subscriber. For example:
use tracing::{info, Level};
use tracing_subscriber::FmtSubscriber;
fn main() {
let subscriber = tracing_subscriber::FmtSubscriber::builder()
// all spans/events with a level higher than TRACE (e.g, debug, info, warn, etc.)
// will be written to stdout.
.with_max_level(Level::TRACE)
// builds the subscriber.
.finish();
tracing::subscriber::with_default(subscriber, || {
info!("This will be logged to stdout");
});
info!("This will _not_ be logged to stdout");
}
This approach allows trace data to be collected by multiple subscribers 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.
Any trace events generated outside the context of a subscriber will not be collected.
Once a subscriber has been set, instrumentation points may be added to the
executable using the tracing
crate's macros.
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.
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
// the function or method. Paramaters 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).entered();
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 initalized.
error!(yak, error = error.as_ref(), "failed to shave yak!");
} else {
yaks_shaved += 1;
}
debug!(yaks_shaved);
}
yaks_shaved
}
[dependencies]
tracing = "0.1"
Note: Libraries should NOT call set_global_default()
, as this will cause
conflicts when executables try to set the default later.
In Asynchronous Code
If you are instrumenting code that make use of
std::future::Future
or async/await, avoid using the Span::enter
method. The following example
will not work:
async {
let _s = span.enter();
// ...
}
async {
let _s = tracing::span!(...).entered();
// ...
}
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.
There are two ways to instrument asynchronous code. The first is through the
Future::instrument
combinator:
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.
The second, and preferred, option is through the
#[instrument]
attribute:
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
}
Under the hood, the #[instrument]
macro performs the same explicit span
attachment that Future::instrument
does.
Concepts
This crate provides macros for creating Span
s and Event
s, which represent
periods of time and momentary events within the execution of a program,
respectively.
As a rule of thumb, spans should be used to represent discrete units of work (e.g., a given request's lifetime in a server) or periods of time spent in a given context (e.g., time spent interacting with an instance of an external system, such as a database). In contrast, events should be used to represent points in time within a span — a request returned with a given status code, n new items were taken from a queue, and so on.
Span
s are constructed using the span!
macro, and then entered
to indicate that some code takes place within the context of that Span
:
use tracing::{span, Level};
// Construct a new span named "my span".
let mut span = span!(Level::INFO, "my span");
span.in_scope(|| {
// Any trace events in this closure or code called by it will occur within
// the span.
});
// Dropping the span will close it, indicating that it has ended.
The #[instrument]
attribute macro
can reduce some of this boilerplate:
use tracing::{instrument};
#[instrument]
pub fn my_function(my_arg: usize) {
// This event will be recorded inside a span named `my_function` with the
// field `my_arg`.
tracing::info!("inside my_function!");
// ...
}
The Event
type represent an event that occurs instantaneously, and is
essentially a Span
that cannot be entered. They are created using the event!
macro:
use tracing::{event, Level};
event!(Level::INFO, "something has happened!");
Users of the log
crate should note that tracing
exposes a set of macros for
creating Event
s (trace!
, debug!
, info!
, warn!
, and error!
) which may
be invoked with the same syntax as the similarly-named macros from the log
crate. Often, the process of converting a project to use tracing
can begin
with a simple drop-in replacement.
Supported Rust Versions
Tracing is built against the latest stable release. The minimum supported version is 1.42. 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 1.45, the minimum supported version will not be increased past 1.42, 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.
Ecosystem
Related Crates
In addition to tracing
and tracing-core
, the tokio-rs/tracing
repository
contains several additional crates designed to be used with the tracing
ecosystem.
This includes a collection of Subscriber
implementations, as well as utility
and adapter crates to assist in writing Subscriber
s and instrumenting
applications.
In particular, the following crates are likely to be of interest:
tracing-futures
provides a compatibility layer with thefutures
crate, allowing spans to be attached toFuture
s,Stream
s, andExecutor
s.tracing-subscriber
providesSubscriber
implementations and utilities for working withSubscriber
s. This includes aFmtSubscriber
FmtSubscriber
for logging formatted trace data to stdout, with similar filtering and formatting to theenv_logger
crate.tracing-log
provides a compatibility layer with thelog
crate, allowing log messages to be recorded astracing
Event
s within the trace tree. This is useful when a project usingtracing
have dependencies which uselog
. Note that if you're usingtracing-subscriber
'sFmtSubscriber
, you don't need to depend ontracing-log
directly.
Additionally, there 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 oftracing
. It provides a subscriber that records the time elapsed between pairs oftracing
events and generates histograms.tracing-opentelemetry
provides a subscriber for emitting traces to OpenTelemetry-compatible distributed tracing systems.tracing-honeycomb
Provides a layer that reports traces spanning multiple machines to honeycomb.io. Backed bytracing-distributed
.tracing-distributed
Provides a generic implementation of a layer that reports traces spanning multiple machines to some backend.tracing-actix
providestracing
integration for theactix
actor framework.axum-insights
providestracing
integration and Application insights export for theaxum
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).test-log
takes care of initializingtracing
for tests, based on environment variables with anenv_logger
compatible syntax.tracing-unwrap
provides convenience methods to report failed unwraps onResult
orOption
types to aSubscriber
.diesel-tracing
provides integration withdiesel
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.tracing-fluent-assertions
provides a fluent assertions-style testing framework for validating the behavior oftracing
spans.sentry-tracing
provides a layer for reporting events and traces to Sentry.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.
If you're the maintainer of a tracing
ecosystem crate not listed above,
please let us know! We'd love to add your project to the list!
Note: that some of the ecosystem crates are currently unreleased and
undergoing active development. They may be less stable than tracing
and
tracing-core
.
Supported Rust Versions
Tracing is built against the latest stable release. The minimum supported version is 1.56. 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.
License
This project is licensed under the MIT license.
Contribution
Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in Tokio by you, shall be licensed as MIT, without any additional terms or conditions.