Ocolos: Online COde Layout OptimizationS

Ocolos is the first online code layout optimization system for unmodified applications written in unmanaged languages. Ocolos allows profile-guided optimization to be performed on a running process, instead of being performed offline and requiring the application to be re-launched. A description of how we implemented Ocolos and experimental results on MySQL-sysbench workloads are in MICRO'22 paper.

For the demonstration purpose, we integrate MySQL and sysbench to Ocolos, so this version of Ocolos ONLY works with MySQL.

Prerequisites

Please refer instructions from links or directly run commands listed below to install prerequisites:

Linux Perf:sudo apt-get install linux-tools-common linux-tools-generic
libunwind: https://github.com/libunwind/libunwind
Rust: curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
boost_1_73_0 (for MySQL): https://www.boost.org/users/history/version_1_73_0.html
binutils (for objdump) ¹ : https://ftp.gnu.org/gnu/binutils/
boost: sudo apt-get install libboost-all-dev

Download ocolos for mysql

> git clone git@github.com:upenn-acg/ocolos-public.git

Install BOLT

To use llvm-bolt and perf2bolt utilities, BOLT needs to be installed.
Please follow the commands below to install BOLT

> mkdir BOLT && cd BOLT
> git clone git@github.com:upenn-acg/BOLT.git llvm-bolt
> cd llvm-bolt
> git checkout ocolos/cont-opt
> cd ..
> mkdir build && cd build
> cmake -G "Unix Makefiles" ../llvm-bolt/llvm -DLLVM_TARGETS_TO_BUILD="X86;AArch64" -DCMAKE_BUILD_TYPE=Release -DLLVM_ENABLE_ASSERTIONS=ON -DLLVM_ENABLE_PROJECTS="clang;lld;bolt"
> make -j

Build MySQL from source

> git clone https://github.com/mysql/mysql-server.git 
> cd mysql-server 
> git checkout 6846e6b2f72931991cc9fd589dc9946ea2ab58c9

In CMakeList.txt, at line 580, please add ²:

STRING_APPEND(CMAKE_C_FLAGS  " -fno-jump-tables")
STRING_APPEND(CMAKE_CXX_FLAGS " -fno-jump-tables")
STRING_APPEND(CMAKE_C_FLAGS " -no-pie")
STRING_APPEND(CMAKE_CXX_FLAGS " -no-pie")

Also, in CMakeList.txt, turn off ld.gold linker:
change OPTION(USE_LD_GOLD "Use GNU gold linker" ON) to be OPTION(USE_LD_GOLD "Use GNU gold linker" OFF)

Then build mysqld from source:

> export CC=gcc 
> export CXX=g++
> mkdir build && cd build 
> cmake .. -DWITH_BOOST={path of the boost_1_73_0 directory} -DCMAKE_CXX_LINK_FLAGS=-Wl,--emit-relocs -DCMAKE_C_LINK_FLAGS=-Wl,--emit-relocs -DBUILD_CONFIG=mysql_release 
> make -j
> make install

To initialize MySQL, run:

> chown -R {user} {path to MySQL directory}
> {path to MySQL directory}/bin/mysqld --initialize-insecure --user=root --datadir={your data dir path of MySQL} 
> {path to MySQL directory}/bin/mysqld --user=root --port=3306 --datadir={your data dir path of MySQL}

In another terminal, run:

> mysql -u root
> CREATE USER 'ocolos'@'localhost';
> GRANT ALL PRIVILEGES ON *.* TO 'ocolos'@'localhost' WITH GRANT OPTION;
> CREATE DATABASE ocolos_db;
> QUIT;
> mysqladmin -u root shutdown

Note:

{path to MySQL directory} is normally /usr/local/mysql unless otherwise specified during MySQL server's installation.
{user} should be your linux user name.

Build Sysbench

> sudo apt-get update 
> sudo apt-get install sysbench

Or if you prefer to build sysbench from source, please refer instructions in the following webpage:
https://github.com/akopytov/sysbench

Build & run Ocolos

Navigate to ocolos-public directory.
In the file config, specify the absolute path for nm,perf,objdump,llvm-bolt,perf2bolt ³
In config, please also specify the commands to run MySQL server and sysbench. The example commands are given in the config file.
- Note: the first argument of the command (a.k.a. the binary being invoked in the command) should be written in its full path.
Please also remember to export the path of ocolos-public's directory.

> export OCOLOS_PATH=/your/path/to/ocolos-public

Then run the following commands:

> make
> ./extract_call_sites
> ./tracer

make will produce 2 executables (tracer & extract_call_sites)+ 1 shared library (replace_function.so).
- If libunwind library is stored in other places instead of /usr/local/lib, you also need to edit Makefile and update it to the corresponding path.
- If libunwind's header files are stored in other places instead of /usr/local/include, you also need to edit Makefile and update it to the corresponding path.
./extract_call_sites will produce 2 files which store all call sites information extracted from the target binary (a.k.a. mysqld) to the tmp_data_dir you specified in the config file.
./tracer will invoke both MySQL server process and sysbench workloads oltp_read_only, and then perform code layout optimization during runtime.
- The output of sysbench's throughput can be found in sysbench_output.txt. At about the 130th second, you will see a significant throughput improvement, since Ocolos has replace the code layout to be the optimized one at that time.
- After one run (~3 minutes), if you want to start another run, please first run mysqladmin -u root shutdown command to shutdown the current MySQL server process.

UPDATES: Continuous Optimization - use profile from C1 to build new BOLTed binary

We've modified BOLT to make it support converting perf.data collected from C1 to be the perf.fdata that llvm-bolt can use.
- Here, we have the new terms C0 & C1
  - C0 : The duration before Ocolos's code replacement
  - C1 : The duration after Ocolos's code replacement
- The BOLT's code supports continuous optimization can be found here.
In C0, the perf2bolt and llvm-bolt commands are changed to :

> perf2bolt -p perf_c0.data -o perf_c0.fdata mysqld
> llvm-bolt mysqld -o mysqld_c0.bolt --enable-bat --enable-func-map-table -data=perf_c0.fdata -reorder-blocks=cache+ -reorder-functions=hfsort

In C1, to make profile collected from C1 work with perf2bolt, and then to produce C1's mysqld.bolt for next round of code replacement, the perf2bolt and llvm-bolt commands are changed to :
- In the perf2bolt command, callstack_func.bin & BOLTed_bin_info.txt are produced by Ocolos during C0's code replacement, since we need to pass some essential information from Ocolos to BOLT

> perf2bolt --ignore-build-id --cont-opt --call-stack-func=callstack_func.bin --bin-path-info=BOLTed_bin_info.txt -p perf_c1.data -o perf_c1.fdata mysqld_c0.bolt
> llvm-bolt mysqld -o mysqld_c1.bolt --enable-bat --enable-func-map-table -data=perf_c1.fdata -reorder-blocks=cache+ -reorder-functions=hfsort

We also have a script to show how continuous optimization works
- The script does the following things:
  - shows how to use the profile collected from Ocolos' C1 + the mysqld.bolt produced from Ocolos' C0 to build a newly BOLTed binary
  - runs the newly BOLTed binary with oltp_read_only to show the throughput
- The script can be found Here.
  - before running the script, please change the paths in the script.
  - also, please add -DCONT_OPT to CXXFLAGS in Makefile, and compile Ocolos again.
  - run this script sh scripts/C1_BOLTed_performance_test.sh

UPDATES: Support for the AArch64 platform

Thanks to Wenlong who contributed to Ocolos, making it also work for the AArch64 platform.
The link to the version that supports AArch64 platform can be found here.

Miscellaneous (notes about how to debug Ocolos)

In Makefile's CXXFLAGS,

if -DTIME_MEASUREMENT flag is added, Ocolos will print the execution time of code replacement;
if -DMEASUREMENT flag is added, Ocolos will print metrics such as:
- the number of functions on the call stack when target process is paused,
- the number of functions that are moved by BOLT,
- the number of functions that are in the BOLT and original functions.
if -DDEBUG_INFO flag is added, Ocolos will print debug information such as:
- the information about detailed behavior of tracer
- the content in the call stack when the target process is paused
- -DDEBUG_INFO can also be defined in src/replace_function.hpp. In this way, the ld_preload library will store all machine code per function it inserted to the target process as a uint8_t format array into a file. The file can be found in the tmp_data_path you defined in the config file.
if -DDEBUG flag is added, after code replacement, Ocolos will first send SIGSTOP signal to target process and then resume the target process by PTRACE_DETACH. In this way, it allows debugging tools such as GDB to attach to the target process and observe what goes wrong after code replacement.

If the code replacement runs into a failure, you may want to do the following things to fix this problem

first add the -DDEBUG_INFO to CXXFLAGS in Makefile and compile again.
then run ./tracer
after tracer run into an error, you can check {tmp_data_dir}/machine_code.txt's last few lines
if the last few lines shows that the error is caused by mmap failed. file exists.
- it indicates that the BOLTed text section overlaps with the heap of the running mysqld process.
- to solve this problem, please comment out this line in replace_function.cpp, and then compile Ocolos again.

If your objdump version is older than 2.27, please download the latest version of binutils. ↩
If the mysqld binary compiled by gcc generates callq instructions rather than call instructions, please refer to the solution discussed in this page. ↩
if nm,objdump and perf are already in shell, it's OK that their paths are not specified in config. This can be checked by which nm, which objdump and which perf. ↩

upenn-acg / ocolos-public

Ocolos: Online COde Layout OptimizationS

Prerequisites

Download ocolos for mysql

Install BOLT

Build MySQL from source

Build Sysbench

Build & run Ocolos

UPDATES: Continuous Optimization - use profile from C1 to build new BOLTed binary

UPDATES: Support for the AArch64 platform

Miscellaneous (notes about how to debug Ocolos)

About

Languages

Ocolos: Online COde Layout OptimizationS

Prerequisites

Download ocolos for mysql

Install BOLT

Build MySQL from source

Build Sysbench

Build & run Ocolos

UPDATES: Continuous Optimization - use profile from C1 to build new BOLTed binary

UPDATES: Support for the AArch64 platform

Miscellaneous (notes about how to debug Ocolos)

Footnotes

About

Languages