Revision 8aac809024616956185de807d5c816e835ff0127 authored by Steven G. Johnson on 14 July 2023, 12:41:09 UTC, committed by Steven G. Johnson on 16 July 2023, 20:01:13 UTC
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external_profilers.md
# External Profiler Support
Julia provides explicit support for some external tracing profilers, enabling you to obtain a high-level overview of the runtime's execution behavior.
The currently supported profilers are:
- [Tracy](https://github.com/wolfpld/tracy)
- [Intel VTune (ITTAPI)](https://github.com/intel/ittapi)
### Adding New Zones
To add new zones, use the `JL_TIMING` macro. You can find numerous examples throughout the codebase by searching for `JL_TIMING`. To add a new type of zone
you add it to `JL_TIMING_OWNERS` (and possibly `JL_TIMING_EVENTS`).
### Dynamically Enabling and Disabling Zones
The `JULIA_TIMING_SUBSYSTEMS` environment variable allows you to enable or disable zones for a specific Julia run. For instance, setting the variable to `+GC,-INFERENCE` will enable the `GC` zones and disable the `INFERENCE`
zones.
## Tracy Profiler
[Tracy](https://github.com/wolfpld/tracy) is a flexible profiler that can be optionally integrated with Julia.
A typical Tracy session might look like this:
![Typical Tracy usage](tracy.png)
### Building Julia with Tracy
To enable Tracy integration, build Julia with the extra option `WITH_TRACY=1` in the `Make.user` file.
### Installing the Tracy Profile Viewer
The easiest way to obtain the profile viewer is by adding the `TracyProfiler_jll` package and launching the profiler with:
```julia
run(TracyProfiler_jll.tracy())
```
!!! note
On macOS, you may want to set the `TRACY_DPI_SCALE` environment variable to `1.0` if the UI elements in the profiler appear excessively large.
To run a "headless" instance that saves the trace to disk, use `TracyProfiler_jll.capture() -o mytracefile.tracy` instead.
For information on using the Tracy UI, refer to the Tracy manual.
### Profiling Julia with Tracy
A typical workflow for profiling Julia with Tracy involves starting Julia using:
```julia
JULIA_WAIT_FOR_TRACY=1 ./julia -e '...'
```
The environment variable ensures that Julia waits until it has successfully connected to the Tracy profiler before continuing execution. Afterward, use the Tracy profiler UI, click `Connect`, and Julia execution should resume and profiling should start.
### Profiling package precompilation with Tracy
To profile a package precompilation process it is easiest to explicitly call into `Base.compilecache` with the package you want to precompile:
```julia
pkg = Base.identify_package("SparseArrays")
withenv("JULIA_WAIT_FOR_TRACY" => 1, "TRACY_PORT" => 9001) do
Base.compilecache(pkg)
end
```
Here, we use a custom port for tracy which makes it easier to find the correct client in the Tracy UI to connect to.
### Adding metadata to zones
The various `jl_timing_show_*` and `jl_timing_printf` functions can be used to attach a string (or strings) to a zone. For example, the trace zone for inference shows the method instance that is being inferred.
The `TracyCZoneColor` function can be used to set the color of a certain zone. Search through the codebase to see how it is used.
### Viewing Tracy files in your browser
Visit https://topolarity.github.io/trace-viewer/ for an (experimental) web viewer for Tracy traces.
You can open a local `.tracy` file or provide a URL from the web (e.g. a file in a Github repo). If you load a trace file from the web, you can also share the page URL directly with others, enabling them to view the same trace.
### Enabling stack trace samples
To enable call stack sampling in Tracy, build Julia with these options in your `Make.user` file:
```
WITH_TRACY := 1
WITH_TRACY_CALLSTACKS := 1
USE_BINARYBUILDER_LIBTRACYCLIENT := 0
```
You may also need to run `make -C deps clean-libtracyclient` to force a re-build of Tracy.
This feature has a significant impact on trace size and profiling overhead, so it is recommended to leave call stack sampling off when possible, especially if you intend to share your trace files online.
Note that the Julia JIT runtime does not yet have integration for Tracy's symbolification, so Julia functions will typically be unknown in these stack traces.
## Intel VTune (ITTAPI) Profiler
*This section is yet to be written.*
![swh spinner](/static/img/swh-spinner.gif)
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