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[#10942, #11033, #11034, #10964] Enable link-time optimization with C…
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…lang 12

Summary:
Link-time optimization ( https://llvm.org/docs/LinkTimeOptimization.html ) allows for more aggressive optimizations, including inlining, compared to the shared library based model that we currently use.

This diff enables link-time optimization for the Clang 12 Linuxbrew-based release build for the yb-tserver executable only, producing a binary that statically links all object files needed by yb-tserver, including those that are included in the yb_pgbackend library. Third-party libraries are being linked statically but they are not LTO-enabled yet.

The linking of the final LTO-enabled binary is currently being done outside of the CMake build system, using the dependency_graph.py tool that can access the dependency graph of targets and object files, and therefore has all the information needed to construct the linker command line. This also gives us more flexibility customizing the linker command line compared to attempts to do this in the CMake build system. Moving this linking step to CMake may be a future project.

Refactored the dependency_graph.py script into multiple modules: dependency_graph.py, dep_graph_common.py, source_files.py, as well as lto.py (with the new LTO logic).

Also refactored master_main.cc and tablet_server_main.cc and extracted common initialization code to tserver/server_main_util.cc. It is in the tserver directory because the master code currently uses the tserver code.

For building LTO-enabled binaries, we need to use LLVM's lld linker. It has issues with our distributed compilation framework ( #11034 ). Fixing this by always running LLD-enabled linking commands locally and not on a remote build worker.

Various static initialization issues were identified as fixed as part of this work. If not fixed, these would result in the yb-tserver binary crashing immediately with a core dump.
- In consensus_queue.cc, the RpcThrottleThresholdBytesValidator function for validating the rpc_throttle_threshold_bytes flag was trying to access other flags before they were fully initialized. Moved this validation to the main program.
- The webserver_doc_root flag was calling yb::GetDefaultDocumentRoot() to determine its default value. Moved that default value determination to where the flag is being used.
- [ #11033 ] The INTERNAL_TRACE_EVENT_ADD_SCOPED macro, when invoked during static initialization, led to a crash in std::string construction. Added a new atomic trace_events_enabled for enabling trace events and only turned it on after main() started executing. The INTERNAL_TRACE_EVENT_ADD_SCOPED is a no-op before trace_events_enabled is set to true.
- [ #10964 ] The kGlobalTransactionTableName global constant of the YBTableName type relied on the statically initialized string constant, kGlobalTransactionsTableName, which turned out to be empty during initialization. As a result, the transaction status table could not be properly located. Changed kGlobalTransactionsTableName to be a `const char*`.

In addition, in the LTO-enable build, it became apparent that some symbols were duplicated between the gperftools library and the gutil part of YugabyteDB code ( #10956 ):
- AtomicOps_Internalx86CPUFeatures -- renamed to YbAtomicOps_Internalx86CPUFeatures
- RunningOnValgrind -- renamed to YbRunningOnValgrind
- ValgrindSlowdown -- renamed to YbValgrindSlowdown
- base::internal::SpinLockDelay, base::internal::SpinLockWake -- added a top-level yb namespace

To enable easily switching between regular and LTO binaries, we are updating yb-ctl to support YB_CTL_TSERVER_DAEMON_FILE_NAME and YB_CTL_MASTER_DAEMON_FILE_NAME environment variables. For example, by setting YB_CTL_TSERVER_DAEMON_FILE_NAME=yb-tserver-lto, you can tell yb-ctl to launch the tablet server using build/latest/bin/yb-tserver-lto. However, for the release package, the LTO-enabled yb-tserver executable will still be named yb-tserver, replacing the previous shared library based executable.

Another tooling change in this diff is how we handle the `--no-tests` flag passed to `yb_build.sh`. That flag results in setting the YB_DO_NOT_BUILD_TESTS environment variable to 1, and our CMake scripts skip all the test targets. However, it is easy to forget to keep specifying that flag. In this diff, we are storing the variable BUILD_TESTS in CMake's build cache, and reuse it during future CMake runs, without the developer having to specify `--no-tests`. It can be reset by setting YB_DO_NOT_BUILD_TESTS=0.

Test Plan:
Jenkins

```
# ./yb_build.sh --clang12 release
# build-support/tserver_lto.sh
# ldd build/latest/bin/yb-tserver-lto
	linux-vdso.so.1 (0x00007fff535bf000)
	libm.so.6 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/libm.so.6 (0x00007f1b85b7d000)
	libgcc_s.so.1 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/libgcc_s.so.1 (0x00007f1b85966000)
	libc.so.6 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/libc.so.6 (0x00007f1b855ca000)
	/opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/ld.so => /lib64/ld-linux-x86-64.so.2 (0x00007f1b85e80000)
	libdl.so.2 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/libdl.so.2 (0x00007f1b853c6000)
	libpthread.so.0 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/libpthread.so.0 (0x00007f1b851a9000)
	librt.so.1 => /opt/yb-build/brew/linuxbrew-20181203T161736v9/lib/librt.so.1 (0x00007f1b84fa1000)
```
The yb-tserver-lto is ~326 MiB.

Microbenchmark
--------------
The test was done on a dual-socket Xeon E5-2670 machine (16 cores total, 32 hyper-threads) running AlmaLinux 8.5.
Details: https://gist.githubusercontent.com/mbautin/7f9784fb2ea4173539d2e2656cfe117f/raw
Results (CassandraKeyValue workload): 78K ops/sec with GCC 5.5, 85K ops/sec with Clang 12 without LTO, 104K ops/sec with Clang 12 with LTO.

Reviewers: sergei

Reviewed By: sergei

Subscribers: sergei, bogdan

Differential Revision: https://phabricator.dev.yugabyte.com/D14616
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mbautin committed Jan 16, 2022
1 parent b300b3e commit 904f5e5
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Showing 48 changed files with 2,193 additions and 1,173 deletions.
25 changes: 20 additions & 5 deletions CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -35,7 +35,6 @@ cmake_minimum_required(VERSION 3.7.0)

project(YugabyteDB)


if("$CACHE{YB_PCH_ON}" STREQUAL "")
if("$ENV{YB_USE_PCH}" STREQUAL "1")
set(YB_USE_PCH ON)
Expand Down Expand Up @@ -102,17 +101,31 @@ set(YB_ALL_DEPS "" CACHE INTERNAL "All dependencies" FORCE)
# This is used to let the add_executable wrapper know if we're adding a test.
set(YB_ADDING_TEST_EXECUTABLE "FALSE" CACHE INTERNAL "" FORCE)

if ("$ENV{YB_DO_NOT_BUILD_TESTS}" STREQUAL "1")
message("Skipping building tests (YB_DO_NOT_BUILD_TESTS environment variable is set to 1)")
set(BUILD_TESTS OFF)
else()
if(NOT "$ENV{YB_DO_NOT_BUILD_TESTS}" STREQUAL "")
if("$ENV{YB_DO_NOT_BUILD_TESTS}" STREQUAL "1")
message("YB_DO_NOT_BUILD_TESTS is set to 1, will not build tests")
set(BUILD_TESTS OFF)
elseif("$ENV{YB_DO_NOT_BUILD_TESTS}" STREQUAL "0")
message("YB_DO_NOT_BUILD_TESTS is set to 0, will build tests")
set(BUILD_TESTS ON)
else()
message(FATAL_ERROR
"Invalid value of the YB_DO_NOT_BUILD_TESTS environment variable, expected 0 or 1 but "
"got '$ENV{YB_DO_NOT_BUILD_TESTS}'.")
endif()
set(BUILD_TESTS ${BUILD_TESTS} CACHE BOOL "Whether to build tests")
elseif("$CACHE{BUILD_TESTS}" STREQUAL "")
set(BUILD_TESTS ON)
message("Will build tests by default")
else()
message("BUILD_TESTS from cache: ${BUILD_TESTS} (set YB_DO_NOT_BUILD_TESTS to 0 or 1 to change)")
endif()

parse_build_root_basename()
if("${YB_BUILD_TYPE}" STREQUAL "")
message(FATAL_ERROR "YB_BUILD_TYPE still not set after parse_build_root_basename")
endif()

message("YB_BUILD_TYPE: ${YB_BUILD_TYPE}")
message("CMAKE_MAKE_PROGRAM: ${CMAKE_MAKE_PROGRAM}")

Expand Down Expand Up @@ -244,6 +257,7 @@ elseif (IS_GCC)
else()
message(FATAL_ERROR "Unknown compiler family: '${COMPILER_FAMILY}'.")
endif()

message("THIRDPARTY_INSTRUMENTATION_TYPE=${THIRDPARTY_INSTRUMENTATION_TYPE}")

# Make sure third-party dependency is up-to-date.
Expand Down Expand Up @@ -301,6 +315,7 @@ endif()

VALIDATE_COMPILER_TYPE()
DETECT_BREW()
enable_lto_if_needed()

message("Using COMPILER_FAMILY=${COMPILER_FAMILY}")

Expand Down
54 changes: 43 additions & 11 deletions build-support/common-build-env.sh
Original file line number Diff line number Diff line change
Expand Up @@ -292,6 +292,11 @@ if [[ -n ${YB_LINUXBREW_DIR:-} ]]; then
yb_linuxbrew_dir_origin=" (from environment)"
fi

yb_llvm_toolchain_url_origin=""
if [[ -n ${YB_LLVM_TOOLCHAIN_URL:-} ]]; then
yb_llvm_toolchain_url_origin=" (from environment)"
fi

yb_llvm_toolchain_dir_origin=""
if [[ -n ${YB_LLVM_TOOLCHAIN_DIR:-} ]]; then
yb_llvm_toolchain_dir_origin=" (from environment)"
Expand Down Expand Up @@ -1146,7 +1151,9 @@ save_var_to_file_in_build_dir() {
if [[ ! -d $BUILD_ROOT ]]; then
mkdir -p "$BUILD_ROOT"
fi
echo "$value" >"$BUILD_ROOT/$file_name"
if ! echo "$value" >"$BUILD_ROOT/$file_name"; then
fatal "Could not save value '$value' to file '$BUILD_ROOT/$file_name'"
fi
fi
}

Expand Down Expand Up @@ -1217,14 +1224,16 @@ download_thirdparty() {

download_toolchain() {
local toolchain_urls=()
if [[ -n ${YB_THIRDPARTY_URL:-} && ${YB_THIRDPARTY_URL##*/} == *linuxbrew* ]]; then
# TODO: get rid of this and always include linuxbrew_url.txt in the thirdparty archives that are
# built for Linuxbrew.
toolchain_urls+=( "https://github.com/yugabyte/brew-build/releases/download/\
20181203T161736v9/linuxbrew-20181203T161736v9.tar.gz" )
if [[ -f $BUILD_ROOT/llvm_url.txt ]]; then
toolchain_urls+=( "$(<"$BUILD_ROOT/llvm_url.txt")" )
fi
local linuxbrew_url=""
if [[ -n ${YB_THIRDPARTY_DIR:-} && -f "$YB_THIRDPARTY_DIR/linuxbrew_url.txt" ]]; then
local linuxbrew_url_file_path="${YB_THIRDPARTY_DIR}/linuxbrew_url.txt"
linuxbrew_url="$(<"${linuxbrew_url_file_path}")"
elif [[ -n ${YB_THIRDPARTY_URL:-} && ${YB_THIRDPARTY_URL##*/} == *linuxbrew* ||
-n ${YB_THIRDPARTY_DIR:-} && ${YB_THIRDPARTY_DIR##*/} == *linuxbrew* ]]; then
# TODO: get rid of the hard-coded URL below and always include linuxbrew_url.txt in the
# thirdparty archives that are built for Linuxbrew.
local linuxbrew_url="https://github.com/yugabyte/brew-build/releases/download/"
linuxbrew_url+="20181203T161736v9/linuxbrew-20181203T161736v9.tar.gz"
else
for file_name_part in linuxbrew toolchain; do
local url_file_path="$YB_THIRDPARTY_DIR/${file_name_part}_url.txt"
Expand All @@ -1234,6 +1243,14 @@ download_toolchain() {
fi
done
fi

if [[ -n ${linuxbrew_url:-} ]]; then
toolchain_urls+=( "$linuxbrew_url" )
fi
if [[ -n ${YB_LLVM_TOOLCHAIN_URL:-} ]]; then
toolchain_urls+=( "${YB_LLVM_TOOLCHAIN_URL}" )
fi

if [[ ${#toolchain_urls[@]} -eq 0 ]]; then
return
fi
Expand All @@ -1250,7 +1267,7 @@ download_toolchain() {
is_linuxbrew=true
else
fatal "Unable to determine the installation parent directory for the toolchain archive" \
"named '$toolchain_url_basename'. Toolchain URL: '$toolchain_url'."
"named '$toolchain_url_basename'. Toolchain URL: '${toolchain_url}'."
fi

download_and_extract_archive "$toolchain_url" "$toolchain_dir_parent"
Expand Down Expand Up @@ -1890,6 +1907,9 @@ log_thirdparty_and_toolchain_details() {
if is_linux && [[ -n ${YB_LINUXBREW_DIR:-} ]]; then
echo " YB_LINUXBREW_DIR: $YB_LINUXBREW_DIR$yb_linuxbrew_dir_origin"
fi
if [[ -n ${YB_LLVM_TOOLCHAIN_URL:-} ]]; then
echo " YB_LLVM_TOOLCHAIN_URL: $YB_LLVM_TOOLCHAIN_URL$yb_llvm_toolchain_url_origin"
fi
if [[ -n ${YB_LLVM_TOOLCHAIN_DIR:-} ]]; then
echo " YB_LLVM_TOOLCHAIN_DIR: $YB_LLVM_TOOLCHAIN_DIR$yb_llvm_toolchain_dir_origin"
fi
Expand Down Expand Up @@ -2437,8 +2457,16 @@ set_prebuilt_thirdparty_url() {
fatal "Could not automatically determine the third-party archive URL to download."
fi
log "Setting third-party URL to $YB_THIRDPARTY_URL"

save_var_to_file_in_build_dir "$YB_THIRDPARTY_URL" thirdparty_url.txt

if [[ -f $llvm_url_file_path ]]; then
YB_LLVM_TOOLCHAIN_URL=$(<"$llvm_url_file_path")
export YB_LLVM_TOOLCHAIN_URL
yb_llvm_toolchain_url_origin=" (determined automatically based on the OS and compiler type)"
log "Setting LLVM toolchain URL to $YB_LLVM_TOOLCHAIN_URL"
save_var_to_file_in_build_dir "$YB_LLVM_TOOLCHAIN_URL" llvm_url.txt
fi

else
log "YB_THIRDPARTY_URL is already set to '$YB_THIRDPARTY_URL', not trying to set it" \
"automatically."
Expand Down Expand Up @@ -2553,6 +2581,10 @@ is_apple_silicon() {
return 1
}

should_use_lto() {
using_linuxbrew && [[ "${YB_COMPILER_TYPE}" == "clang12" && "${build_type}" == "release" ]]
}

# -------------------------------------------------------------------------------------------------
# Initialization
# -------------------------------------------------------------------------------------------------
Expand Down
36 changes: 32 additions & 4 deletions build-support/compiler-wrappers/compiler-wrapper.sh
Original file line number Diff line number Diff line change
Expand Up @@ -287,6 +287,10 @@ has_yb_c_files=false
compiler_args_no_output=()
analyzer_checkers_specified=false

linking=false
use_lld=false
lld_linking=false

while [[ $# -gt 0 ]]; do
is_output_arg=false
case "$1" in
Expand Down Expand Up @@ -335,16 +339,31 @@ while [[ $# -gt 0 ]]; do
-analyzer-checker=*)
analyzer_checkers_specified=true
;;
-fuse-ld=lld)
use_lld=true
;;
esac
if ! "$is_output_arg"; then
compiler_args_no_output+=( "$1" )
fi
shift
done

if [[ $output_file != *.o && ${#library_files[@]} -gt 0 ]]; then
input_files+=( "${library_files[@]}" )
library_files=()
if [[ $output_file == *.o ]]; then
# Compiling.
linking=false
else
linking=true
fi

if [[ $linking == "true" && $use_lld == "true" ]]; then
lld_linking=true
fi

if [[ $YB_COMPILER_TYPE == clang* && $output_file == "jsonpath_gram.o" ]]; then
# To avoid this error:
# https://gist.github.com/mbautin/b943fb426bfead7388dde17ddb1b0fa7
compiler_args+=( -Wno-error=implicit-fallthrough )
fi

# -------------------------------------------------------------------------------------------------
Expand All @@ -362,9 +381,12 @@ if [[ $HOSTNAME == build-worker* ]]; then
is_build_worker=true
fi

# If linking with LLVM's lld linker, do it locally.
# See https://github.com/yugabyte/yugabyte-db/issues/11034 for more details.
if [[ $local_build_only == "false" &&
${YB_REMOTE_COMPILATION:-} == "1" &&
$is_build_worker == "false" ]]; then
$is_build_worker == "false" &&
$lld_linking == "false" ]]; then

trap remote_build_exit_handler EXIT

Expand Down Expand Up @@ -552,6 +574,12 @@ run_compiler_and_save_stderr() {
# -------------------------------------------------------------------------------------------------
# Local build

if [[ $output_file =~ libyb_pgbackend* ]]; then
# We record the linker command used for the libyb_pgbackend library so we can use it when
# producing the LTO build for yb-tserver.
echo "${compiler_args[*]}" >"link_cmd_${output_file}.txt"
fi

if [[ ${build_type:-} == "asan" &&
$PWD == */postgres_build/src/backend/utils/adt &&
# Turn off UBSAN instrumentation in a number of PostgreSQL source files determined by the
Expand Down
29 changes: 24 additions & 5 deletions build-support/jenkins/build-and-test.sh
Original file line number Diff line number Diff line change
Expand Up @@ -725,6 +725,22 @@ export YB_GZIP_PER_TEST_METHOD_LOGS=1
export YB_GZIP_TEST_LOGS=1
export YB_DELETE_SUCCESSFUL_PER_TEST_METHOD_LOGS=1

if should_use_lto; then
log "Using LTO"
(
set -x
"$YB_SRC_ROOT/python/yb/dependency_graph.py" \
--build-root "$BUILD_ROOT" \
--file-regex "^.*/yb-tserver$" \
--lto-output-suffix="" \
link-whole-program
ls -l "$BUILD_ROOT/bin/yb-tserver"
ldd "$BUILD_ROOT/bin/yb-tserver"
)
else
log "Not using LTO: YB_COMPILER_TYPE=${YB_COMPILER_TYPE}, build_type=${build_type}"
fi

if [[ $YB_COMPILE_ONLY != "1" ]]; then
if spark_available; then
if [[ $YB_BUILD_CPP == "1" || $YB_BUILD_JAVA == "1" ]]; then
Expand All @@ -740,11 +756,14 @@ if [[ $YB_COMPILE_ONLY != "1" ]]; then
test_conf_path="$BUILD_ROOT/test_conf.json"
# YB_GIT_COMMIT_FOR_DETECTING_TESTS allows overriding the commit to use to detect the set
# of tests to run. Useful when testing this script.
"$YB_SRC_ROOT/python/yb/dependency_graph.py" \
--build-root "$BUILD_ROOT" \
--git-commit "${YB_GIT_COMMIT_FOR_DETECTING_TESTS:-$current_git_commit}" \
--output-test-config "$test_conf_path" \
affected
(
set -x
"$YB_SRC_ROOT/python/yb/dependency_graph.py" \
--build-root "$BUILD_ROOT" \
--git-commit "${YB_GIT_COMMIT_FOR_DETECTING_TESTS:-$current_git_commit}" \
--output-test-config "$test_conf_path" \
affected
)
run_tests_extra_args+=( "--test_conf" "$test_conf_path" )
unset test_conf_path
fi
Expand Down
13 changes: 13 additions & 0 deletions build-support/tserver_lto.sh
Original file line number Diff line number Diff line change
@@ -0,0 +1,13 @@
#!/usr/bin/env bash

. "${BASH_SOURCE%/*}/common-build-env.sh"

activate_virtualenv
set_pythonpath

set -x
"$YB_SRC_ROOT/python/yb/dependency_graph.py" \
--build-root "$YB_SRC_ROOT/build/release-clang12-linuxbrew-dynamic-ninja" \
--file-regex "^.*/yb-tserver$" \
link-whole-program \
"$@"
11 changes: 8 additions & 3 deletions build-support/yb_release.py
Original file line number Diff line number Diff line change
Expand Up @@ -47,7 +47,7 @@ def main():
'false if --build_target is specified, true otherwise.')
parser.add_argument('--destination', help='Copy release to Destination folder.')
parser.add_argument('--force', help='Skip prompts', action='store_true')
parser.add_argument('--commit', help='Custom specify a git commit.')
parser.add_argument('--commit', help='Specifies a custom git commit to use in archive name.')
parser.add_argument('--skip_build', help='Skip building the code', action='store_true')
parser.add_argument('--build_target',
help='Target directory to put the YugaByte distribution into. This can '
Expand Down Expand Up @@ -221,8 +221,13 @@ def main():
# This points to the release manifest within the release_manager, and we are modifying that
# directly.
release_util = ReleaseUtil(
YB_SRC_ROOT, build_type, build_target, args.force, args.commit, build_root,
args.package_name)
repository=YB_SRC_ROOT,
build_type=build_type,
distribution_path=build_target,
force=args.force,
commit=args.commit,
build_root=build_root,
package_name=args.package_name)

system = platform.system().lower()
library_packager_args = dict(
Expand Down
27 changes: 27 additions & 0 deletions cmake_modules/YugabyteFunctions.cmake
Original file line number Diff line number Diff line change
Expand Up @@ -729,3 +729,30 @@ function(parse_build_root_basename)
"but CMAKE_SYSTEM_PROCESSOR is ${CMAKE_SYSTEM_PROCESSOR}")
endif()
endfunction()

macro(enable_lto_if_needed)
if(NOT DEFINED COMPILER_FAMILY)
message(FATAL_ERROR "COMPILER_FAMILY not defined")
endif()
if(NOT DEFINED USING_LINUXBREW)
message(FATAL_ERROR "USING_LINUXBREW not defined")
endif()
if(NOT DEFINED YB_BUILD_TYPE)
message(FATAL_ERROR "YB_BUILD_TYPE not defined")
endif()

if("${YB_BUILD_TYPE}" STREQUAL "release" AND
"${COMPILER_FAMILY}" STREQUAL "clang" AND
"${YB_COMPILER_TYPE}" STREQUAL "clang12" AND
USING_LINUXBREW AND
NOT APPLE)
message("Enabling full LTO and lld linker")
ADD_CXX_FLAGS("-flto=full -fuse-ld=lld")
else()
message("Not enabling LTO: "
"YB_BUILD_TYPE=${YB_BUILD_TYPE}, "
"COMPILER_FAMILY=${COMPILER_FAMILY}, "
"USING_LINUXBREW=${USING_LINUXBREW}, "
"APPLE=${APPLE}")
endif()
endmacro()
4 changes: 4 additions & 0 deletions codecheck.ini
Original file line number Diff line number Diff line change
Expand Up @@ -38,11 +38,15 @@ included_regex_list =
^python/yb/command_util[.]py$
^python/yb/common_util[.]py$
^python/yb/compile_commands[.]py$
^python/yb/dep_graph_common[.]py$
^python/yb/dependency_graph[.]py$
^python/yb/library_packager[.]py$
^python/yb/linuxbrew[.]py$
^python/yb/lto[.]py$
^python/yb/os_detection[.]py$
^python/yb/release_util[.]py$
^python/yb/run_pvs_studio_analyzer[.]py$
^python/yb/source_files[.]py$
^python/yb/thirdparty_tool[.]py$
^python/yb/tool_base[.]py$
^python/yb/yb_dist_tests[.]py$
5 changes: 3 additions & 2 deletions ent/build-support/upload_package.sh
Original file line number Diff line number Diff line change
Expand Up @@ -100,8 +100,9 @@ upload_package() {
return
fi

if is_linux && [[ $YB_COMPILER_TYPE != "gcc" ]]; then
log "Skipping package upload for a non-gcc build on Linux (compiler type: $YB_COMPILER_TYPE)"
if is_linux && [[ $YB_COMPILER_TYPE != "gcc" &&
$YB_COMPILER_TYPE != "clang12" ]]; then
log "Skipping package upload on Linux (compiler type: $YB_COMPILER_TYPE)"
return
fi
fi
Expand Down
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