cargo-profiler
Cargo subcommand to profile binaries
To install
NOTE: This subcommand can only be used on Linux machines.
First install valgrind:
$ sudo apt-get install valgrind
Then you can install cargo-profiler via cargo install.
$ cargo install cargo-profiler
Alternatively, you can clone this repo and build the binary from the source.
$ cargo build --release
Now, copy the built binary to the same directory as cargo.
$ sudo cp ./target/release/cargo-profiler $(dirname $(which cargo))/
To run
Cargo profiler currently supports callgrind and cachegrind.
You can call cargo profiler anywhere in a rust project directory with a Cargo.toml.
$ cargo profiler callgrind
$ cargo profiler cachegrind --release
You can also specify a binary directly:
$ cargo profiler callgrind --bin $PATH_TO_BINARY
To specify command line arguments to the executable being profiled, append them
after a --:
$ cargo profiler callgrind --bin $PATH_TO_BINARY -- -a 3 --like this
You can chose to keep the callgrind/cachegrind output files using the --keep option
$ cargo profiler callgrind --keep
You can limit the number of functions you'd like to look at:
$ cargo profiler callgrind --bin ./target/debug/rsmat -n 10
Profiling rsmat with callgrind...
Total Instructions...198,466,456
78,346,775 (39.5%) dgemm_kernel.rs:matrixmultiply::gemm::masked_kernel
-----------------------------------------------------------------------
23,528,320 (11.9%) iter.rs:_..std..ops..Range..A....as..std..iter..Iterator..::next
-----------------------------------------------------------------------
16,824,925 (8.5%) loopmacros.rs:matrixmultiply::gemm::masked_kernel
-----------------------------------------------------------------------
10,236,864 (5.2%) mem.rs:core::mem::swap
-----------------------------------------------------------------------
7,712,846 (3.9%) memset.S:memset
-----------------------------------------------------------------------
7,197,344 (3.6%) ???:core::cmp::impls::_..impl..cmp..PartialOrd..for..usize..::lt
-----------------------------------------------------------------------
6,979,680 (3.5%) ops.rs:_..usize..as..ops..Add..::add
-----------------------------------------------------------------------
With cachegrind, you can also sort the data by a particular metric column:
$ cargo profiler cachegrind --bin ./target/debug/rsmat -n 10 --sort dr
Profiling rsmat with cachegrind...
Total Memory Accesses...320,385,356
Total L1 I-Cache Misses...371 (0%)
Total LL I-Cache Misses...308 (0%)
Total L1 D-Cache Misses...58,549 (0%)
Total LL D-Cache Misses...8,451 (0%)
Ir I1mr ILmr Dr D1mr DLmr Dw D1mw DLmw
0.40 0.18 0.21 0.35 0.93 1.00 0.38 0.00 0.00 dgemm_kernel.rs:matrixmultiply::gemm::masked_kernel
-----------------------------------------------------------------------
0.08 0.04 0.05 0.12 0.00 0.00 0.02 0.00 0.00 loopmacros.rs:matrixmultiply::gemm::masked_kernel
-----------------------------------------------------------------------
0.12 0.02 0.02 0.10 0.00 0.00 0.15 0.00 0.00 iter.rs:_std..ops..RangeAasstd..iter..Iterator::next
-----------------------------------------------------------------------
0.05 0.01 0.01 0.07 0.00 0.00 0.08 0.00 0.00 mem.rs:core::mem::swap
-----------------------------------------------------------------------
0.03 0.00 0.00 0.05 0.00 0.00 0.00 0.00 0.00 ???:core::cmp::impls::_implcmp..PartialOrdforusize::lt
-----------------------------------------------------------------------
0.03 0.01 0.01 0.04 0.00 0.00 0.03 0.00 0.00 ops.rs:_busizeasops..Addausize::add
-----------------------------------------------------------------------
0.04 0.01 0.01 0.04 0.00 0.00 0.03 0.00 0.00 ptr.rs:core::ptr::_implconstT::offset
-----------------------------------------------------------------------
0.02 0.01 0.00 0.03 0.00 0.00 0.01 0.00 0.00 ???:_usizeasops..Add::add
-----------------------------------------------------------------------
0.01 0.01 0.01 0.02 0.00 0.00 0.01 0.00 0.00 mem.rs:core::mem::uninitialized
-----------------------------------------------------------------------
0.02 0.01 0.01 0.02 0.00 0.00 0.04 0.00 0.00 wrapping.rs:_XorShiftRngasRng::next_u32
-----------------------------------------------------------------------
What are the cachegrind metrics?
- Ir -> Total Instructions
- I1mr -> Level 1 I-Cache misses
- ILmr -> Last Level I-Cache misses
- Dr -> Total Memory Reads
- D1mr -> Level 1 D-Cache read misses
- DLmr -> Last Level D-cache read misses
- Dw -> Total Memory Writes
- D1mw -> Level 1 D-Cache write misses
- DLmw -> Last Level D-cache write misses
TODO
- cmp subcommand - compare binary profiles
- profiler macros
- better context around expensive functions
- support for more profiling tools