commit | 0f2aa509891642e29763aa24e47f07554932c7d2 | [log] [tgz] |
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author | Aman Sinha <amsinha@cloudera.com> | Sun Nov 03 17:50:17 2019 -0500 |
committer | Impala Public Jenkins <impala-public-jenkins@cloudera.com> | Tue Nov 26 06:47:04 2019 +0000 |
tree | 00a78f580371235b665c0c6c86c9727f080c6344 | |
parent | ddd07e17136302aee58c44060c0f93876d00294c [diff] |
IMPALA-9146: Add a configurable limit for the size of broadcast input. Impala's DistributedPlanner may sometimes accidentally choose broadcast distribution for inputs that are larger than the destination executor's total memory. This could potentially happen if the cluster membership is not accurately known and the planner's cost computation of the broadcastCost vs partitionCost happens to favor the broadcast distribution. This causes spilling and severely affects performance. Although the DistributedPlanner does a mem_limit check before picking broadcast, the mem_limit is not an accurate reflection since it is assigned during admission control. As a safety here we introduce an explicit configurable limit: broadcast_bytes_limit for the size of the broadcast input and set it to default of 32GB. The default is chosen based on analysis of existing benchmark queries and representative workloads such that in vast majority of the cases the parameter value does not need to be changed. If the estimated input size on the build side is greater than this threshold, the DistributedPlanner will fall back to a partition distribution. Setting this parameter to 0 causes it to be ignored. Testing: - Ran all regression tests on Jenkins successfully - Added a few unit testis in PlannerTest that (a) set the broadcast_bytes_limit to a small value and checks whether the distributed plan does hash partitioning on the build side instead of broadcast, (b) pass a broadcast hint to override the config setting, (c) verify the standard case where broadcast threshold is larger than the build input size. Change-Id: Ibe5639ca38acb72e0194aa80bc6ebb6cafb2acd9 Reviewed-on: http://gerrit.cloudera.org:8080/14690 Reviewed-by: Impala Public Jenkins <impala-public-jenkins@cloudera.com> Tested-by: Impala Public Jenkins <impala-public-jenkins@cloudera.com>
Lightning-fast, distributed SQL queries for petabytes of data stored in Apache Hadoop clusters.
Impala is a modern, massively-distributed, massively-parallel, C++ query engine that lets you analyze, transform and combine data from a variety of data sources:
To learn more about Impala as a business user, or to try Impala live or in a VM, please visit the Impala homepage.
If you are interested in contributing to Impala as a developer, or learning more about Impala's internals and architecture, visit the Impala wiki.
Impala only supports Linux at the moment.
This distribution uses cryptographic software and may be subject to export controls. Please refer to EXPORT_CONTROL.md for more information.
See bin/bootstrap_build.sh.
Impala can be built with pre-built components or components downloaded from S3. The components needed to build Impala are Apache Hadoop, Hive, HBase, and Sentry. If you need to manually override the locations or versions of these components, you can do so through the environment variables and scripts listed below.
Location | Purpose |
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bin/impala-config.sh | This script must be sourced to setup all environment variables properly to allow other scripts to work |
bin/impala-config-local.sh | A script can be created in this location to set local overrides for any environment variables |
bin/impala-config-branch.sh | A version of the above that can be checked into a branch for convenience. |
bin/bootstrap_build.sh | A helper script to bootstrap some of the build requirements. |
bin/bootstrap_development.sh | A helper script to bootstrap a developer environment. Please read it before using. |
be/build/ | Impala build output goes here. |
be/generated-sources/ | Thrift and other generated source will be found here. |
Environment variable | Default value | Description |
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IMPALA_HOME | Top level Impala directory | |
IMPALA_TOOLCHAIN | “${IMPALA_HOME}/toolchain” | Native toolchain directory (for compilers, libraries, etc.) |
SKIP_TOOLCHAIN_BOOTSTRAP | “false” | Skips downloading the toolchain any python dependencies if “true” |
CDH_BUILD_NUMBER | Identifier to indicate the CDH build number | |
CDH_COMPONENTS_HOME | “${IMPALA_HOME}/toolchain/cdh_components-${CDH_BUILD_NUMBER}” | Location of the CDH components within the toolchain. |
CDH_MAJOR_VERSION | “5” | Identifier used to uniqueify paths for potentially incompatible component builds. |
IMPALA_CONFIG_SOURCED | “1” | Set by ${IMPALA_HOME}/bin/impala-config.sh (internal use) |
JAVA_HOME | “/usr/lib/jvm/${JAVA_VERSION}” | Used to locate Java |
JAVA_VERSION | “java-7-oracle-amd64” | Can override to set a local Java version. |
JAVA | “${JAVA_HOME}/bin/java” | Java binary location. |
CLASSPATH | See bin/set-classpath.sh for details. | |
PYTHONPATH | Will be changed to include: “${IMPALA_HOME}/shell/gen-py” “${IMPALA_HOME}/testdata” “${THRIFT_HOME}/python/lib/python2.7/site-packages” “${HIVE_HOME}/lib/py” “${IMPALA_HOME}/shell/ext-py/prettytable-0.7.1/dist/prettytable-0.7.1” "${IMPALA_HOME}/shell/ext-py/sasl-0.1.1/dist/sasl-0.1.1-py2.7-linux-x "${IMPALA_HOME}/shell/ext-py/sqlparse-0.1.19/dist/sqlparse-0.1.19-py2 |
Environment variable | Default value | Description |
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IMPALA_BE_DIR | “${IMPALA_HOME}/be” | Backend directory. Build output is also stored here. |
IMPALA_FE_DIR | “${IMPALA_HOME}/fe” | Frontend directory |
IMPALA_COMMON_DIR | “${IMPALA_HOME}/common” | Common code (thrift, function registry) |
Environment variable | Default value | Description |
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IMPALA_BUILD_THREADS | “8” or set to number of processors by default. | Used for make -j and distcc -j settings. |
IMPALA_MAKE_FLAGS | "" | Any extra settings to pass to make. Also used when copying udfs / udas into HDFS. |
USE_SYSTEM_GCC | “0” | If set to any other value, directs cmake to not set GCC_ROOT, CMAKE_C_COMPILER, CMAKE_CXX_COMPILER, as well as setting TOOLCHAIN_LINK_FLAGS |
IMPALA_CXX_COMPILER | “default” | Used by cmake (cmake_modules/toolchain and clang_toolchain.cmake) to select gcc / clang |
USE_GOLD_LINKER | “true” | Directs backend cmake to use gold. |
IS_OSX | “false” | (Experimental) currently only used to disable Kudu. |
Environment variable | Default value | Description |
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HADOOP_HOME | “${CDH_COMPONENTS_HOME}/hadoop-${IMPALA_HADOOP_VERSION}/” | Used to locate Hadoop |
HADOOP_INCLUDE_DIR | “${HADOOP_HOME}/include” | For ‘hdfs.h’ |
HADOOP_LIB_DIR | “${HADOOP_HOME}/lib” | For ‘libhdfs.a’ or ‘libhdfs.so’ |
HIVE_HOME | “${CDH_COMPONENTS_HOME}/{hive-${IMPALA_HIVE_VERSION}/” | |
HBASE_HOME | “${CDH_COMPONENTS_HOME}/hbase-${IMPALA_HBASE_VERSION}/” | |
SENTRY_HOME | “${CDH_COMPONENTS_HOME}/sentry-${IMPALA_SENTRY_VERSION}/” | Used to setup test data |
THRIFT_HOME | “${IMPALA_TOOLCHAIN}/thrift-${IMPALA_THRIFT_VERSION}” |