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Benchmarks for SQLite write performance (#1)
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.idea/ | ||
.ipynb_checkpoints/ | ||
cmake-build-debug/ | ||
cmake-build-release/ | ||
build/ | ||
venv/ |
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rosbag2 | ||
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Copyright Holders: | ||
Copyright (c) 2018, Open Source Robotics Foundation, Inc. | ||
Copyright (c) 2018, Bosch Software Innovations GmbH |
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cmake_minimum_required(VERSION 3.5) | ||
project(rosbag2_storage_evaluation) | ||
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# Default to C99 | ||
if(NOT CMAKE_C_STANDARD) | ||
set(CMAKE_C_STANDARD 99) | ||
endif() | ||
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# Default to C++14 | ||
if(NOT CMAKE_CXX_STANDARD) | ||
set(CMAKE_CXX_STANDARD 14) | ||
endif() | ||
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if(CMAKE_COMPILER_IS_GNUCXX OR CMAKE_CXX_COMPILER_ID MATCHES "Clang") | ||
add_compile_options(-Wall -Wextra -Wpedantic) | ||
endif() | ||
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# find dependencies | ||
find_package(ament_cmake REQUIRED) | ||
# uncomment the following section in order to fill in | ||
# further dependencies manually. | ||
# find_package(<dependency> REQUIRED) | ||
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if(BUILD_TESTING) | ||
find_package(ament_lint_auto REQUIRED) | ||
# the following line skips the linter which checks for copyrights | ||
# remove the line when a copyright and license is present in all source files | ||
set(ament_cmake_copyright_FOUND TRUE) | ||
# the following line skips cpplint (only works in a git repo) | ||
# remove the line when this package is a git repo | ||
set(ament_cmake_cpplint_FOUND TRUE) | ||
ament_lint_auto_find_test_dependencies() | ||
endif() | ||
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ament_package() | ||
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project(ros2_rosbag_evaluation) | ||
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set(CMAKE_CXX_STANDARD 14) | ||
set(CMAKE_CXX_FLAGS "-O3") | ||
set(BUILD_SHARED_LIBS ON) | ||
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set(EXECUTABLE_OUTPUT_PATH ${CMAKE_BINARY_DIR}/bin) | ||
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set(common_sources | ||
src/common/strings.cpp) | ||
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set(profiler_sources | ||
src/profiler/profiler.cpp) | ||
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set(sqlite_sources | ||
src/writer/sqlite/sqlite.cpp | ||
src/writer/sqlite/sqlite_writer.cpp | ||
src/writer/sqlite/one_table_sqlite_writer.cpp | ||
src/writer/sqlite/separate_topic_table_sqlite_writer.cpp) | ||
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set(trivial_writer_benchmark_sources | ||
src/benchmark/writer/trivial/trivial_writer_benchmark.cpp | ||
src/benchmark/benchmark.cpp | ||
src/writer/stream/message_stream_writer.cpp | ||
src/generators/message_generator.cpp) | ||
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set(sqlite_writer_benchmark_cmd_sources | ||
src/benchmark/writer/sqlite/sqlite_writer_benchmark_cmd.cpp | ||
src/benchmark/writer/sqlite/sqlite_writer_benchmark.cpp | ||
src/benchmark/benchmark.cpp | ||
src/generators/message_generator.cpp) | ||
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set(small_messages_benchmark_sources | ||
src/benchmark/small_messages_benchmark.cpp | ||
src/benchmark/writer/sqlite/sqlite_writer_benchmark.cpp | ||
src/benchmark/benchmark.cpp | ||
src/generators/message_generator.cpp) | ||
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set(big_messages_benchmark_sources | ||
src/benchmark/big_messages_benchmark.cpp | ||
src/benchmark/writer/sqlite/sqlite_writer_benchmark.cpp | ||
src/benchmark/benchmark.cpp | ||
src/generators/message_generator.cpp) | ||
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set(mixed_messages_benchmark_sources | ||
src/benchmark/mixed_messages_benchmark.cpp | ||
src/benchmark/writer/sqlite/sqlite_writer_benchmark.cpp | ||
src/benchmark/benchmark.cpp | ||
src/generators/message_generator.cpp) | ||
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add_library(common ${common_sources}) | ||
target_include_directories(common PRIVATE src) | ||
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add_library(profiler ${profiler_sources}) | ||
target_include_directories(profiler PRIVATE src) | ||
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add_library(sqlite ${sqlite_sources}) | ||
target_include_directories(sqlite PRIVATE src) | ||
target_link_libraries(sqlite sqlite3 common) | ||
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add_executable(trivial_writer_benchmark ${trivial_writer_benchmark_sources}) | ||
target_link_libraries(trivial_writer_benchmark profiler sqlite) | ||
target_include_directories(trivial_writer_benchmark PRIVATE src) | ||
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add_executable(sqlite_writer_benchmark_cmd ${sqlite_writer_benchmark_cmd_sources}) | ||
target_link_libraries(sqlite_writer_benchmark_cmd profiler sqlite) | ||
target_include_directories(sqlite_writer_benchmark_cmd PRIVATE src) | ||
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add_executable(small_messages_benchmark ${small_messages_benchmark_sources}) | ||
target_link_libraries(small_messages_benchmark profiler sqlite) | ||
target_include_directories(small_messages_benchmark PRIVATE src) | ||
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add_executable(big_messages_benchmark ${big_messages_benchmark_sources}) | ||
target_link_libraries(big_messages_benchmark profiler sqlite) | ||
target_include_directories(big_messages_benchmark PRIVATE src) | ||
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add_executable(mixed_messages_benchmark ${mixed_messages_benchmark_sources}) | ||
target_link_libraries(mixed_messages_benchmark profiler sqlite) | ||
target_include_directories(mixed_messages_benchmark PRIVATE src) |
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# ROS 2.0 Rosbag Evaluation | ||
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## Benchmarks | ||
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This folder currently contains benchmarks which measure the write speed and disk usage of SQLite files. | ||
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The single table schema | ||
``` | ||
sqlite::create_table(db, "MESSAGES", { | ||
"TIMESTAMP INTEGER NOT NULL", | ||
"TOPIC TEXT NOT NULL", | ||
"DATA BLOB NOT NULL" | ||
}); | ||
``` | ||
is compared with a foreign key schema storing topics in a separate table | ||
``` | ||
sqlite::create_table(db, "TOPICS", { | ||
"ID INTEGER PRIMARY KEY", | ||
"TOPIC TEXT NOT NULL" | ||
}); | ||
sqlite::create_table(db, "MESSAGES", { | ||
"TIMESTAMP INTEGER NOT NULL", | ||
"TOPIC_ID INTEGER NOT NULL", | ||
"DATA BLOB NOT NULL" | ||
}, {sqlite::ForeignKeyDef{"TOPIC_ID", "TOPICS", "ID"}}); | ||
``` | ||
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It should be **easy to add additional bag file formats**, e.g. for writing directly to disk or writing the RosBag 2.0 format. | ||
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### Build from command line | ||
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The project is using cmake. The script `./build.sh` can be used to build it. | ||
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This will generate benchmark binaries in `./build/bin/`. | ||
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### Run | ||
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Individual benchmarks in `./build/bin` can be run by hand. To run the complete suite the script `./run_all_benchmarks.sh` can be used. | ||
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Each benchmark will generate a CSV file in `./build/bin` containing the measured data for further plotting with the Jupyter Notebook. | ||
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## Jupyter Notebook | ||
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It is used for data analysis and visualization. | ||
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### Setup | ||
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Prerequisites: Python 3.5+, [pip](https://pip.pypa.io/en/stable/), [virtualenv](https://virtualenv.pypa.io/en/stable/) | ||
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``` | ||
virtualenv -p python3 venv | ||
. venv/bin/activate | ||
pip install -r requirements.txt | ||
``` | ||
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### Usage | ||
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``` | ||
. venv/bin/activate | ||
jupyter notebook data_analysis_and_visualization.ipynb | ||
``` | ||
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A browser window should open. Click `Cell -> Run All`. | ||
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## Extending the benchmarks | ||
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### Read Tests | ||
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To measure retrieval time of the first message, extend the `MessageWriter` interface like so | ||
``` | ||
virtual MessageStream::Ptr selectAll() = 0; | ||
virtual MessageStream::Ptr selectTopic(std::string const & topic) = 0; | ||
virtual MessageStream::Ptr selectFromTo( | ||
Message::Timestamp const & fromInclusive, Message::Timestamp const & toExclusive) = 0; | ||
``` | ||
where `MessageStream` is a lazy data structure | ||
``` | ||
virtual bool has_next() const = 0; | ||
virtual MessagePtr next() = 0; | ||
``` | ||
implemented with a streaming SQLite `SELECT` statement. | ||
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The desired timings can then be measured with the `Profiler`. |
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#!/usr/bin/env sh | ||
# Copyright (c) 2018, Bosch Software Innovations GmbH. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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mkdir -p ./build | ||
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cd build | ||
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cmake .. | ||
make | ||
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cd .. | ||
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