From f93602e4a0ed0e5679223969f4f73588aa9cbf0a Mon Sep 17 00:00:00 2001 From: Ivan Santiago Paunovic Date: Tue, 28 Feb 2023 18:26:17 -0300 Subject: [PATCH] Add script to run benchmarks (#117) Related to https://github.com/ekumenlabs/beluga/issues/35. Adds a script that allows running a rosbag repeatedly, configuring amcl with different number of particles. It records another bagfile with the result, the results of timem, and optionally perf events data. It also adds postprocessing scripts, and instructions of how to run them. Signed-off-by: Ivan Santiago Paunovic --- beluga_amcl/src/amcl_node.cpp | 4 +- beluga_benchmark/CMakeLists.txt | 20 +++ beluga_benchmark/beluga_benchmark/__init__.py | 23 +++ .../beluga_benchmark/compare_results.py | 147 ++++++++++++++++++ .../beluga_benchmark/exceptions.py | 17 ++ .../beluga_benchmark/timem_results.py | 98 ++++++++++++ beluga_benchmark/docs/BENCHMARKING.md | 78 ++++++++++ .../docs}/PROFILING.md | 30 +--- beluga_benchmark/package.xml | 26 ++++ .../scripts/benchmarking/compare_results | 26 ++++ .../scripts/benchmarking/parameterized_run | 129 +++++++++++++++ .../scripts/benchmarking/timem_results | 26 ++++ beluga_benchmark/scripts/profiling/flamegraph | 21 +++ .../profiling/profile_amcl_with_bagfile | 14 ++ .../bags/perfect_odometry/metadata.yaml | 43 ++--- .../perfect_odometry/perfect_odometry_0.db3 | Bin 5586944 -> 0 bytes .../rosbag2_2023_02_17-21_18_47_0.db3 | Bin 0 -> 7639040 bytes beluga_example/config/params.yaml | 1 - .../launch/example_rosbag_launch.py | 13 +- docker/images/humble/Dockerfile | 6 + scripts/profiling/flamegraph.sh | 7 - 21 files changed, 671 insertions(+), 58 deletions(-) create mode 100644 beluga_benchmark/CMakeLists.txt create mode 100644 beluga_benchmark/beluga_benchmark/__init__.py create mode 100644 beluga_benchmark/beluga_benchmark/compare_results.py create mode 100644 beluga_benchmark/beluga_benchmark/exceptions.py create mode 100644 beluga_benchmark/beluga_benchmark/timem_results.py create mode 100644 beluga_benchmark/docs/BENCHMARKING.md rename {docs/dev => beluga_benchmark/docs}/PROFILING.md (52%) create mode 100644 beluga_benchmark/package.xml create mode 100755 beluga_benchmark/scripts/benchmarking/compare_results create mode 100755 beluga_benchmark/scripts/benchmarking/parameterized_run create mode 100755 beluga_benchmark/scripts/benchmarking/timem_results create mode 100755 beluga_benchmark/scripts/profiling/flamegraph rename scripts/profiling/profile_amcl_with_bagfile.sh => beluga_benchmark/scripts/profiling/profile_amcl_with_bagfile (67%) delete mode 100644 beluga_example/bags/perfect_odometry/perfect_odometry_0.db3 create mode 100644 beluga_example/bags/perfect_odometry/rosbag2_2023_02_17-21_18_47_0.db3 delete mode 100755 scripts/profiling/flamegraph.sh diff --git a/beluga_amcl/src/amcl_node.cpp b/beluga_amcl/src/amcl_node.cpp index 4cbd76848..e548f027f 100644 --- a/beluga_amcl/src/amcl_node.cpp +++ b/beluga_amcl/src/amcl_node.cpp @@ -610,7 +610,7 @@ void AmclNode::map_callback(nav_msgs::msg::OccupancyGrid::SharedPtr map) mean.x() = this->get_parameter("initial_pose.x").as_double(); mean.y() = this->get_parameter("initial_pose.y").as_double(); - mean.z() = this->get_parameter("initial_pose.z").as_double(); + mean.z() = this->get_parameter("initial_pose.yaw").as_double(); covariance.coeffRef(0, 0) = this->get_parameter("initial_pose.covariance_x").as_double(); covariance.coeffRef(1, 1) = this->get_parameter("initial_pose.covariance_y").as_double(); covariance.coeffRef(2, 2) = this->get_parameter("initial_pose.covariance_yaw").as_double(); @@ -752,7 +752,7 @@ void AmclNode::laser_callback( { auto message = geometry_msgs::msg::PoseWithCovarianceStamped{}; - message.header.stamp = now(); + message.header.stamp = laser_scan->header.stamp; message.header.frame_id = get_parameter("global_frame_id").as_string(); tf2::toMsg(pose, message.pose.pose); message.pose.covariance = tf2::covarianceEigenToRowMajor(covariance); diff --git a/beluga_benchmark/CMakeLists.txt b/beluga_benchmark/CMakeLists.txt new file mode 100644 index 000000000..832e2de1d --- /dev/null +++ b/beluga_benchmark/CMakeLists.txt @@ -0,0 +1,20 @@ +cmake_minimum_required(VERSION 3.16) +project(beluga_benchmark) + +find_package(ament_cmake REQUIRED) +find_package(ament_cmake_python REQUIRED) +find_package(beluga_amcl REQUIRED) + +ament_python_install_package(${PROJECT_NAME}) + +install(DIRECTORY + scripts/profiling + scripts/benchmarking + DESTINATION lib/${PROJECT_NAME}) + +if(BUILD_TESTING) + find_package(ament_lint_auto REQUIRED) + ament_lint_auto_find_test_dependencies() +endif() + +ament_package() diff --git a/beluga_benchmark/beluga_benchmark/__init__.py b/beluga_benchmark/beluga_benchmark/__init__.py new file mode 100644 index 000000000..4be18feaa --- /dev/null +++ b/beluga_benchmark/beluga_benchmark/__init__.py @@ -0,0 +1,23 @@ +# Copyright 2023 Ekumen, Inc. +# +# 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. + +from .exceptions import ScriptError +from . import compare_results +from . import timem_results + +__all__ = [ + 'ScriptError', + 'compare_results', + 'timem_results', +] diff --git a/beluga_benchmark/beluga_benchmark/compare_results.py b/beluga_benchmark/beluga_benchmark/compare_results.py new file mode 100644 index 000000000..cc75e35af --- /dev/null +++ b/beluga_benchmark/beluga_benchmark/compare_results.py @@ -0,0 +1,147 @@ +# Copyright 2023 Ekumen, Inc. +# +# 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. + +import argparse +from pathlib import Path +import re + +from evo import main_ape +from evo.tools import file_interface +import matplotlib.pyplot as plt +from rosbag2_py._info import Info as Bag2Info +import pandas as pd + +from . import timem_results +from .exceptions import ScriptError + +DIR_NAME_PATTERN = 'benchmark_([0-9]+)_particles_output' +SUPPORTED_TOPIC_NAMES = ('/pose', '/amcl_pose') +EVO_RESULTS_FILE_NAME = 'evo_results.zip' + + +def get_bag_est_topic(bag_path: Path): + metadata = Bag2Info().read_metadata(str(bag_path), '') + for topic_name in SUPPORTED_TOPIC_NAMES: + if any( + topic_info.topic_metadata.name == topic_name + for topic_info in metadata.topics_with_message_count + ): + return topic_name + raise ScriptError( + f'Estimate pose topic was not found in bag file, expected names: {SUPPORTED_TOPIC_NAMES}' + ) + + +def run_evo_ape(dir_path: Path): + evo_results_path = dir_path / EVO_RESULTS_FILE_NAME + if evo_results_path.exists(): + return + bag_path = dir_path / 'rosbag' + est_topic = get_bag_est_topic(bag_path) + arg_parser = main_ape.parser() + args = arg_parser.parse_args( + [ + 'bag2', + str(bag_path), + '/odometry/ground_truth', + est_topic, + '--save_results', + str(evo_results_path.resolve()), + ] + ) + main_ape.run(args) + + +def read_evo_stats(zip_file_path): + # keys: "rmse", "mean", "median", "std", "min", "max", "sse" + return file_interface.load_res_file(zip_file_path).stats + + +def create_parameterized_series(results_path: Path): + particles = [] + peak_rss = [] + cpu_usage = [] + ape_rmse = [] + ape_mean = [] + ape_median = [] + ape_max = [] + + for dir in results_path.iterdir(): + if not dir.is_dir(): + continue + m = re.match(DIR_NAME_PATTERN, dir.name) + if not m: + continue + particles.append(int(m[1])) + timem_results_output = timem_results.read_timem_output(dir) + rss, cpu = timem_results.get_timem_metrics_values(timem_results_output) + peak_rss.append(rss) + cpu_usage.append(cpu) + run_evo_ape(dir) + evo_results_path = dir / EVO_RESULTS_FILE_NAME + stats = read_evo_stats(evo_results_path) + ape_rmse.append(stats["rmse"]) + ape_max.append(stats["max"]) + ape_mean.append(stats["mean"]) + ape_median.append(stats["median"]) + return ( + pd.DataFrame( + { + 'particles_n': particles, + 'peak_rss': peak_rss, + 'cpu_usage': cpu_usage, + 'ape_rmse': ape_rmse, + 'ape_mean': ape_mean, + 'ape_median': ape_median, + 'ape_max': ape_max, + } + ) + .set_index('particles_n') + .sort_index() + ) + + +def main(): + arg_parser = argparse.ArgumentParser( + description='Script to compare parameterized run results of beluga with another' + ' implementation (e.g. nav2_amcl, another beluga version, etc).' + ) + arg_parser.add_argument( + '--beluga-results', + '-b', + type=Path, + help='Folder with parameterized beluga benchmark results', + required=True, + ) + arg_parser.add_argument( + '--other-results', + '-o', + type=Path, + help='Folder with parameterized benchmark results for the other implementation', + required=True, + ) + args = arg_parser.parse_args() + beluga_series = create_parameterized_series(args.beluga_results).add_prefix( + 'beluga_' + ) + other_series = create_parameterized_series(args.other_results).add_prefix('other_') + + ax = beluga_series.plot(subplots=True, color='red') + other_series.plot(ax=ax, subplots=True, color='blue') + for ax in plt.gcf().axes: + ax.legend(fontsize='small', loc='upper left', bbox_to_anchor=(1.01, 1)) + current_bounds = ax.get_position().bounds + new_bounds = (0.05, *current_bounds[1:]) + ax.set_position(new_bounds) + plt.show() diff --git a/beluga_benchmark/beluga_benchmark/exceptions.py b/beluga_benchmark/beluga_benchmark/exceptions.py new file mode 100644 index 000000000..9c653d65f --- /dev/null +++ b/beluga_benchmark/beluga_benchmark/exceptions.py @@ -0,0 +1,17 @@ +# Copyright 2023 Ekumen, Inc. +# +# 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. + + +class ScriptError(Exception): + pass diff --git a/beluga_benchmark/beluga_benchmark/timem_results.py b/beluga_benchmark/beluga_benchmark/timem_results.py new file mode 100644 index 000000000..8c4d85fd9 --- /dev/null +++ b/beluga_benchmark/beluga_benchmark/timem_results.py @@ -0,0 +1,98 @@ +# Copyright 2023 Ekumen, Inc. +# +# 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. + +import argparse +import json +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + +from .exceptions import ScriptError + +DEFAULT_FILE_NAME = "timem-output.json" + + +def read_timem_output(dir_path: Path): + file = dir_path / DEFAULT_FILE_NAME + try: + with open(file, mode='r') as f: + output = json.load(f) + except (FileExistsError, FileNotFoundError) as ex: + raise ScriptError(f"Failed to open file '{file.absolute()}': {ex}") + return output['timemory']['timem'][0] + + +def get_value_with_unit(data): + return f"{data['value']:.2f}{data['unit_repr']}" + + +def get_timem_metrics(output): + return output['peak_rss'], output['cpu_util'] + + +def get_timem_metrics_values(output): + return tuple(data['value'] for data in get_timem_metrics(output)) + + +def get_timem_metrics_with_units(output): + return tuple(get_value_with_unit(data) for data in get_timem_metrics(output)) + + +def create_timeseries(output): + data = output['wall_clock'] + elapsed_time = data['value'] + time = np.arange(0.0, elapsed_time, 0.2) + wall_clock_to_time_offset = output['history'][0]['wall_clock']['value'] + wall_clock_to_time_scale = elapsed_time / ( + output['history'][-1]['wall_clock']['value'] - wall_clock_to_time_offset + ) + time = [] + rss = [] + virtual_memory = [] + for sample in output['history']: + time.append( + (sample['wall_clock']['value'] - wall_clock_to_time_offset) + * wall_clock_to_time_scale + ) + rss.append(sample['page_rss']['value']) + virtual_memory.append(sample['virtual_memory']['value']) + + series = pd.DataFrame( + {'time': time, 'rss': rss, 'virtual_memory': virtual_memory} + ).set_index('time') + return series + + +def main(): + arg_parser = argparse.ArgumentParser( + description='Script to postprocess timem results.' + ) + arg_parser.add_argument( + 'dir', help='Directory with timem-output.json file', type=Path + ) + args = arg_parser.parse_args() + dir_path = Path(args.dir) + name = dir_path.name + output = read_timem_output(dir_path) + peak_rss_str, cpu_usage_str = get_timem_metrics_with_units(output) + series = create_timeseries(output) + elapsed_time_str = get_value_with_unit(output['wall_clock']) + print(f"timem metrics for run '{name}':") + print(f"\telapsed_time: {elapsed_time_str}") + print(f"\tcpu_usage: {cpu_usage_str}") + print(f"\tpeak_rss: {peak_rss_str}") + series.plot(subplots=True) + plt.show() diff --git a/beluga_benchmark/docs/BENCHMARKING.md b/beluga_benchmark/docs/BENCHMARKING.md new file mode 100644 index 000000000..3183894ab --- /dev/null +++ b/beluga_benchmark/docs/BENCHMARKING.md @@ -0,0 +1,78 @@ +# How to benchmark Beluga + +## Run rosbag benchmark parameterizing the number of particles + +This script will run the benchmark with the specified number of particles and record: + +- The `timem` output: CPU usage, RSS memory, virtual memory. +- A rosbag with the reference and estimated trajectories. +- Perf events (optionally). + +To run, use: + +```bash +ros2 run parameterized_run ... --initial-pose-y 2.0 +``` + +Note that the initial pose value (x: 0, y: 2, theta: 0) is correct for the default rosbag. If not passed, particles will be initialized all around the map. +The results of the different runs will be stored in folders named `benchmark_${N_PARTICLES}_particles_output`, where `N_PARTICLES` are the numbers specified in the above command. + +To run the same experiment using another AMCL node, e.g. nav2, use: + +```bash +ros2 run parameterized_run ... --initial-pose-y 2.0 --package nav2_amcl --executable amcl +``` + +For other options, e.g. using a different rosbag, see: + +```bash +ros2 run parameterized_run --help +``` + +## Visualizing timem results of one run + +Use the following command: + +``` +ros2 run beluga_benchmark timem_results +``` + +Where the specified directory needs to have a `timem-output.json` file, e.g. the output directory generated by `parameterized_run`. +The script will print cpu usage, peak rss and elapsed time. +It will also plot virtual and RSS memory over time. + +## Visualizing estimated trajectory APE of one run + +Use the following command: + +``` +evo_ape bag2 /odometry/ground_truth /pose -p +``` + +For `nav2_amcl`, replace `/pose` with `/amcl_pose`. +The bagfiles generated by `parameterized_run` can be found in the generated output directories for each run. +This will print APE metrics (mean, median, max, std, rmse, etc), and also plot APE over time. + +## Comparing parameterized runs + +This is useful to compare beluga vs another amcl node, e.g. `nav2_amcl`. +It's also useful to compare beluga using different settings. + +``` +ros2 run beluga_benchmark compare_results -b -o +``` + +The results path should be the one where `parameterized_run` was run, i.e. the one containing the `benchmark_*_particles_output` directories. +The script will plot the following metrics vs the number of particles: + +- RSS memory +- CPU usage +- APE mean +- APE median +- APE max +- APE rmse + +## References + +- https://github.com/NERSC/timemory +- https://github.com/MichaelGrupp/evo diff --git a/docs/dev/PROFILING.md b/beluga_benchmark/docs/PROFILING.md similarity index 52% rename from docs/dev/PROFILING.md rename to beluga_benchmark/docs/PROFILING.md index 076cafc65..a8d494e65 100644 --- a/docs/dev/PROFILING.md +++ b/beluga_benchmark/docs/PROFILING.md @@ -8,11 +8,6 @@ A flamegraph is a convenient tool for understanding how CPU time is being used. ```bash docker/run.sh -p ``` - Within the container run `perf`: - ```bash - perf - ``` - If you see `perf` is asking for another version to be installed, go to [troubleshooting](#perf-version-not-available-in-docker-container). 2. Your code needs to be built with debug info and may also need frame pointers. For that, use: @@ -23,38 +18,17 @@ A flamegraph is a convenient tool for understanding how CPU time is being used. 3. Run the following script to generate the profiling data: ```bash source /ws/install/setup.bash - /ws/src/scripts/profiling/profile_amcl_with_bagfile.sh + ros2 run beluga_benchmark profile_amcl_with_bagfile ``` `perf` will generate a `perf.data` file in the folder it was run. 4. To generate a flamegraph from the recorded data, run: ```bash source /ws/install/setup.bash - /ws/src/scripts/profiling/flamegraph.sh # This may take a long time + ros2 run beluga_benchmark flamegraph # This may take a long time ``` To visualize the flamegraph and be able to zoom it in or out, open the generated `svg` file in a web-browser. -## Troubleshooting - -### Perf version not available in docker container - -This happens when your host kernel is not supported by the container you are running. -Check the output of the following command inside the container: - -```bash -ls /usr/lib/linux-tools -``` - -You will find a folder like for example, `5.15.0-58-generic`, in the next examples `$VERSION_NUMBER-generic`. -Simlink the perf binary in that folder to `/usr/bin`: - -```bash -sudo mv /usr/bin/perf /usr/bin/perf.bkp -sudo ln -s /usr/lib/linux-tools/$VERSION_NUMBER-generic/perf /usr/bin -``` - -Now running `perf` should not ask to install another version. - ## References - https://www.brendangregg.com/FlameGraphs/cpuflamegraphs.html diff --git a/beluga_benchmark/package.xml b/beluga_benchmark/package.xml new file mode 100644 index 000000000..0032e74b7 --- /dev/null +++ b/beluga_benchmark/package.xml @@ -0,0 +1,26 @@ + + + + beluga_benchmark + 1.0.0 + + Scripts to benchmark, profile and compare beluga with other amcl implementations. + + Nahuel Espinosa + Ivan Paunovic + + Apache License 2.0 + + ament_cmake + + beluga_amcl + beluga_example + python3-matplotlib + python3-numpy + python3-pandas + python3-tk + + + ament_cmake + + diff --git a/beluga_benchmark/scripts/benchmarking/compare_results b/beluga_benchmark/scripts/benchmarking/compare_results new file mode 100755 index 000000000..26f834e79 --- /dev/null +++ b/beluga_benchmark/scripts/benchmarking/compare_results @@ -0,0 +1,26 @@ +#!/usr/bin/env python3 +# +# Copyright 2023 Ekumen, Inc. +# +# 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. + +import sys + +from beluga_benchmark import compare_results, ScriptError + +if __name__ == '__main__': + try: + compare_results.main() + except ScriptError as exc: + print(exc) + sys.exit(1) diff --git a/beluga_benchmark/scripts/benchmarking/parameterized_run b/beluga_benchmark/scripts/benchmarking/parameterized_run new file mode 100755 index 000000000..11df4e191 --- /dev/null +++ b/beluga_benchmark/scripts/benchmarking/parameterized_run @@ -0,0 +1,129 @@ +#!/bin/bash +# +# Copyright 2023 Ekumen, Inc. +# +# 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. + +SCRIPT_DIR=$(cd $(dirname "$(readlink -f "$0")") && pwd) + +read -r -d '' HELP << EOM +Usage: $(basename $0) [...] ... \n +\n + PARTICLES_N For each positional argument the benchmark will be run using that ammount of particles.\n + [--package] Package of the node to use, defaults to beluga_amcl.\n + [--executable] Executable to use, defaults to amcl_node.\n + [--initial-pose-x] Set initial x axis pose.\n + [--initial-pose-y] Set initial y axis pose.\n + [--initial-pose-yaw] Set initial yaw pose.\n + [-b|--rosbag] Use a different rosbag, defaults to "beluga_example/bags/perfect_odometry".\n + [-f|--playback-frequency] Rosbag playback frequency, defaults to 3.\n + [-p|--profile] Create a perf cpu profile of the benchmark. +EOM + +set +o errexit +VALID_ARGS=$( \ + OPTERR=1 getopt -o b:f:ph --long \ + package:,executable:,initial-pose-x:,initial-pose-y:,initial-pose-yaw:,rosbag:,playback-frequency:,profile,help \ + -- "$@") +RET_CODE=$? +set -o errexit + +if [[ $RET_CODE -eq 1 ]]; then + echo -e $HELP + exit 1; +fi +if [[ $RET_CODE -ne 0 ]]; then + >&2 echo "Unexpected getopt error" + exit 1; +fi + +EXTRA_LAUNCH_ARGS="" +EXECUTABLE_NAME="amcl_node" +PROFILE=false + +eval set -- "$VALID_ARGS" +while : ;do + case "$1" in + --package) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS package:=$2" + shift 2 + ;; + --executable) + EXECUTABLE_NAME=$2 + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS node:=$2" + shift 2 + ;; + -b | --rosbag) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS rosbag_path:=$2" + shift 2 + ;; + -f | --playback-frequency) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS playback_frequency:=$2" + shift 2 + ;; + --initial-pose-x) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS amcl.set_initial_pose:=True amcl.initial_pose.x:=$2" + shift 2 + ;; + --initial-pose-y) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS amcl.set_initial_pose:=True amcl.initial_pose.y:=$2" + shift 2 + ;; + --initial-pose-yaw) + EXTRA_LAUNCH_ARGS="$EXTRA_LAUNCH_ARGS amcl.set_initial_pose:=True amcl.initial_pose.yaw:=$2" + shift 2 + ;; + -p | --profile) + PROFILE=true + shift + ;; + -h | --help) + echo -e $HELP + exit 0 + ;; + --) # start of positional arguments + shift + break + ;; + esac +done + +if [[ -z "$@" ]]; then + >&2 echo "At least one number of particles must be specified" + echo -e $HELP + exit 1 +fi + +function cleanup() { + kill -SIGINT $(jobs -p) > /dev/null 2>&1 + wait $(jobs -p) > /dev/null 2>&1 +} +trap cleanup EXIT ERR + +for N in $@; do + mkdir "benchmark_${N}_particles_output" + cd "benchmark_${N}_particles_output" + touch timem-output.json # if not, it's creating a directory by error and not a json.... + script -qefc " \ + ros2 launch beluga_example example_rosbag_launch.py amcl.max_particles:=${N} amcl.min_particles:=${N} \ + record_bag:=True bagfile_output:=rosbag prefix:=\"timem -o timem-output --\" $EXTRA_LAUNCH_ARGS" \ + /dev/null & + while ! pgrep "$EXECUTABLE_NAME" > /dev/null; do + sleep .1 + done + if [ "$PROFILE" = "true" ]; then + sudo perf record -F 99 --call-graph lbr -p $(pgrep $EXECUTABLE_NAME) + fi; + wait %1 > /dev/null 2>&1 + cd - +done diff --git a/beluga_benchmark/scripts/benchmarking/timem_results b/beluga_benchmark/scripts/benchmarking/timem_results new file mode 100755 index 000000000..c83eb35d4 --- /dev/null +++ b/beluga_benchmark/scripts/benchmarking/timem_results @@ -0,0 +1,26 @@ +#!/usr/bin/env python3 +# +# Copyright 2023 Ekumen, Inc. +# +# 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. + +import sys + +from beluga_benchmark import timem_results, ScriptError + +if __name__ == '__main__': + try: + timem_results.main() + except ScriptError as exc: + print(exc) + sys.exit(1) diff --git a/beluga_benchmark/scripts/profiling/flamegraph b/beluga_benchmark/scripts/profiling/flamegraph new file mode 100755 index 000000000..8425ac697 --- /dev/null +++ b/beluga_benchmark/scripts/profiling/flamegraph @@ -0,0 +1,21 @@ +#!/bin/sh +# +# Copyright 2023 Ekumen, Inc. +# +# 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. + +set -e +echo "Generating a flamegraph from recorded events, this may take long..." +perf script > out.perf +/opt/FlameGraph/stackcollapse-perf.pl out.perf > out.perf-folded +/opt/FlameGraph/flamegraph.pl out.perf-folded > flamegraph.svg diff --git a/scripts/profiling/profile_amcl_with_bagfile.sh b/beluga_benchmark/scripts/profiling/profile_amcl_with_bagfile similarity index 67% rename from scripts/profiling/profile_amcl_with_bagfile.sh rename to beluga_benchmark/scripts/profiling/profile_amcl_with_bagfile index 314a52f8a..2e6b91e32 100755 --- a/scripts/profiling/profile_amcl_with_bagfile.sh +++ b/beluga_benchmark/scripts/profiling/profile_amcl_with_bagfile @@ -1,4 +1,18 @@ #!/bin/bash +# +# Copyright 2023 Ekumen, Inc. +# +# 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. # TODO(ivanpauno): For some reason the `prefix` option in a launch file is not working correctly with # perf. diff --git a/beluga_example/bags/perfect_odometry/metadata.yaml b/beluga_example/bags/perfect_odometry/metadata.yaml index b904cf71e..98da45d40 100644 --- a/beluga_example/bags/perfect_odometry/metadata.yaml +++ b/beluga_example/bags/perfect_odometry/metadata.yaml @@ -1,38 +1,45 @@ rosbag2_bagfile_information: version: 5 - storage_identifier: sqlite3 + storage_identifier: "" duration: - nanoseconds: 98207118122 + nanoseconds: 138159689628 starting_time: - nanoseconds_since_epoch: 1673702849644990389 - message_count: 21758 + nanoseconds_since_epoch: 1676668727219043066 + message_count: 24441 topics_with_message_count: - topic_metadata: name: /clock type: rosgraph_msgs/msg/Clock serialization_format: cdr - offered_qos_profiles: "" - message_count: 18920 + offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" + message_count: 19550 - topic_metadata: - name: /tf - type: tf2_msgs/msg/TFMessage + name: /odometry/filtered + type: nav_msgs/msg/Odometry serialization_format: cdr - offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false\n- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" - message_count: 1893 + offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" + message_count: 978 + - topic_metadata: + name: /odometry/ground_truth + type: nav_msgs/msg/Odometry + serialization_format: cdr + offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" + message_count: 978 - topic_metadata: name: /scan type: sensor_msgs/msg/LaserScan serialization_format: cdr offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" - message_count: 945 + message_count: 978 + - topic_metadata: + name: /tf + type: tf2_msgs/msg/TFMessage + serialization_format: cdr + offered_qos_profiles: "- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false\n- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false\n- history: 3\n depth: 0\n reliability: 1\n durability: 2\n deadline:\n sec: 9223372036\n nsec: 854775807\n lifespan:\n sec: 9223372036\n nsec: 854775807\n liveliness: 1\n liveliness_lease_duration:\n sec: 9223372036\n nsec: 854775807\n avoid_ros_namespace_conventions: false" + message_count: 1956 compression_format: "" compression_mode: "" relative_file_paths: - - perfect_odometry_0.db3 + - 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