-
Notifications
You must be signed in to change notification settings - Fork 13k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Auto merge of #61268 - michaelwoerister:stabilize-pgo, r=alexcrichton
Stabilize support for Profile-guided Optimization This PR makes profile-guided optimization available via the `-C profile-generate` / `-C profile-use` pair of commandline flags and adds end-user documentation for the feature to the [rustc book](https://doc.rust-lang.org/rustc/). The PR thus ticks the last two remaining checkboxes of the [stabilization tracking issue](#59913). From the tracking issue: > Profile-guided optimization (PGO) is a common optimization technique for ahead-of-time compilers. It works by collecting data about a program's typical execution (e.g. probability of branches taken, typical runtime values of variables, etc) and then uses this information during program optimization for things like inlining decisions, machine code layout, or indirect call promotion. If you are curious about how this can be used, there is a rendered version of the documentation this PR adds available [here]( https://github.com/michaelwoerister/rust/blob/stabilize-pgo/src/doc/rustc/src/profile-guided-optimization.md). r? @alexcrichton cc @rust-lang/compiler
- Loading branch information
Showing
17 changed files
with
189 additions
and
36 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,136 @@ | ||
# Profile Guided Optimization | ||
|
||
`rustc` supports doing profile-guided optimization (PGO). | ||
This chapter describes what PGO is, what it is good for, and how it can be used. | ||
|
||
## What Is Profiled-Guided Optimization? | ||
|
||
The basic concept of PGO is to collect data about the typical execution of | ||
a program (e.g. which branches it is likely to take) and then use this data | ||
to inform optimizations such as inlining, machine-code layout, | ||
register allocation, etc. | ||
|
||
There are different ways of collecting data about a program's execution. | ||
One is to run the program inside a profiler (such as `perf`) and another | ||
is to create an instrumented binary, that is, a binary that has data | ||
collection built into it, and run that. | ||
The latter usually provides more accurate data and it is also what is | ||
supported by `rustc`. | ||
|
||
## Usage | ||
|
||
Generating a PGO-optimized program involves following a workflow with four steps: | ||
|
||
1. Compile the program with instrumentation enabled | ||
(e.g. `rustc -Cprofile-generate=/tmp/pgo-data main.rs`) | ||
2. Run the instrumented program (e.g. `./main`) which generates a | ||
`default_<id>.profraw` file | ||
3. Convert the `.profraw` file into a `.profdata` file using | ||
LLVM's `llvm-profdata` tool | ||
4. Compile the program again, this time making use of the profiling data | ||
(for example `rustc -Cprofile-use=merged.profdata main.rs`) | ||
|
||
An instrumented program will create one or more `.profraw` files, one for each | ||
instrumented binary. E.g. an instrumented executable that loads two instrumented | ||
dynamic libraries at runtime will generate three `.profraw` files. Running an | ||
instrumented binary multiple times, on the other hand, will re-use the | ||
respective `.profraw` files, updating them in place. | ||
|
||
These `.profraw` files have to be post-processed before they can be fed back | ||
into the compiler. This is done by the `llvm-profdata` tool. This tool | ||
is most easily installed via | ||
|
||
```bash | ||
rustup component add llvm-tools-preview | ||
``` | ||
|
||
Note that installing the `llvm-tools-preview` component won't add | ||
`llvm-profdata` to the `PATH`. Rather, the tool can be found in: | ||
|
||
```bash | ||
~/.rustup/toolchains/<toolchain>/lib/rustlib/<target-triple>/bin/ | ||
``` | ||
|
||
Alternatively, an `llvm-profdata` coming with a recent LLVM or Clang | ||
version usually works too. | ||
|
||
The `llvm-profdata` tool merges multiple `.profraw` files into a single | ||
`.profdata` file that can then be fed back into the compiler via | ||
`-Cprofile-use`: | ||
|
||
```bash | ||
# STEP 1: Compile the binary with instrumentation | ||
rustc -Cprofile-generate=/tmp/pgo-data -O ./main.rs | ||
|
||
# STEP 2: Run the binary a few times, maybe with common sets of args. | ||
# Each run will create or update `.profraw` files in /tmp/pgo-data | ||
./main mydata1.csv | ||
./main mydata2.csv | ||
./main mydata3.csv | ||
|
||
# STEP 3: Merge and post-process all the `.profraw` files in /tmp/pgo-data | ||
llvm-profdata merge -o ./merged.profdata /tmp/pgo-data | ||
|
||
# STEP 4: Use the merged `.profdata` file during optimization. All `rustc` | ||
# flags have to be the same. | ||
rustc -Cprofile-use=./merged.profdata -O ./main.rs | ||
``` | ||
|
||
### A Complete Cargo Workflow | ||
|
||
Using this feature with Cargo works very similar to using it with `rustc` | ||
directly. Again, we generate an instrumented binary, run it to produce data, | ||
merge the data, and feed it back into the compiler. Some things of note: | ||
|
||
- We use the `RUSTFLAGS` environment variable in order to pass the PGO compiler | ||
flags to the compilation of all crates in the program. | ||
|
||
- We pass the `--target` flag to Cargo, which prevents the `RUSTFLAGS` | ||
arguments to be passed to Cargo build scripts. We don't want the build | ||
scripts to generate a bunch of `.profraw` files. | ||
|
||
- We pass `--release` to Cargo because that's where PGO makes the most sense. | ||
In theory, PGO can also be done on debug builds but there is little reason | ||
to do so. | ||
|
||
- It is recommended to use *absolute paths* for the argument of | ||
`-Cprofile-generate` and `-Cprofile-use`. Cargo can invoke `rustc` with | ||
varying working directories, meaning that `rustc` will not be able to find | ||
the supplied `.profdata` file. With absolute paths this is not an issue. | ||
|
||
- It is good practice to make sure that there is no left-over profiling data | ||
from previous compilation sessions. Just deleting the directory is a simple | ||
way of doing so (see `STEP 0` below). | ||
|
||
This is what the entire workflow looks like: | ||
|
||
```bash | ||
# STEP 0: Make sure there is no left-over profiling data from previous runs | ||
rm -rf /tmp/pgo-data | ||
|
||
# STEP 1: Build the instrumented binaries | ||
RUSTFLAGS="-Cprofile-generate=/tmp/pgo-data" \ | ||
cargo build --release --target=x86_64-unknown-linux-gnu | ||
|
||
# STEP 2: Run the instrumented binaries with some typical data | ||
./target/x86_64-unknown-linux-gnu/release/myprogram mydata1.csv | ||
./target/x86_64-unknown-linux-gnu/release/myprogram mydata2.csv | ||
./target/x86_64-unknown-linux-gnu/release/myprogram mydata3.csv | ||
|
||
# STEP 3: Merge the `.profraw` files into a `.profdata` file | ||
llvm-profdata merge -o /tmp/pgo-data/merged.profdata /tmp/pgo-data | ||
|
||
# STEP 4: Use the `.profdata` file for guiding optimizations | ||
RUSTFLAGS="-Cprofile-use=/tmp/pgo-data/merged.profdata" \ | ||
cargo build --release --target=x86_64-unknown-linux-gnu | ||
``` | ||
|
||
## Further Reading | ||
|
||
`rustc`'s PGO support relies entirely on LLVM's implementation of the feature | ||
and is equivalent to what Clang offers via the `-fprofile-generate` / | ||
`-fprofile-use` flags. The [Profile Guided Optimization][clang-pgo] section | ||
in Clang's documentation is therefore an interesting read for anyone who wants | ||
to use PGO with Rust. | ||
|
||
[clang-pgo]: https://clang.llvm.org/docs/UsersManual.html#profile-guided-optimization |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters