From 040cb32c80cd09f680a13a102f23b132636d381c Mon Sep 17 00:00:00 2001 From: Berkay Karaman Date: Fri, 12 Jul 2024 18:32:44 +0300 Subject: [PATCH] feat(doc): add guidance for developers about using autoware evaluator (#562) Signed-off-by: Berkay Karaman --- .../autoware-evaluator-main-page.png | Bin 0 -> 121362 bytes .../catalog-page.png | Bin 0 -> 39956 bytes .../compare-results.png | Bin 0 -> 71280 bytes .../condition-group-show.png | Bin 0 -> 79380 bytes .../enable-condition-group.png | Bin 0 -> 42763 bytes .../report-with-cases.png | Bin 0 -> 60540 bytes .../reports.png | Bin 0 -> 17873 bytes .../scenario-create-tutorial-01.png | Bin 0 -> 267350 bytes .../scenario-create-tutorial-02.png | Bin 0 -> 193570 bytes .../scenario-create-tutorial-03.png | Bin 0 -> 25191 bytes .../scenario-create-tutorial-04.png | Bin 0 -> 49401 bytes .../scenario-create-tutorial-05.png | Bin 0 -> 47179 bytes .../scenario-create-tutorial-06.png | Bin 0 -> 189345 bytes .../scenario-replay.png | Bin 0 -> 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performance of Autoware's planning stack is evaluated through a series of defined scenarios that outline the +behaviors of other road users and specify the success and failure conditions for the autonomous vehicle, referred to +as "Ego." These scenarios are specified in a machine-readable format and executed using the Scenario Simulator tool. +Below, brief definitions of the three primary tools used to create, execute, and analyze these scenarios are provided. + +- **[Scenario Editor](https://scenario.ci.tier4.jp/scenario_editor/)**: A web-based GUI tool used to create and edit + scenario files easily. + +- **[Scenario Simulator](https://github.com/tier4/scenario_simulator_v2)**: A tool designed to simulate these + machine-readable scenarios. It configures the environment, dictates the behavior of other road users, and sets both + success and failure conditions. + +- **[Autoware Evaluator](https://evaluation.ci.tier4.jp/)**: A web-based CI/CD platform that facilitates the uploading, + categorization, and execution of scenarios along with their corresponding map files. It allows for parallel scenario + executions and provides detailed results. + +## Creating Scenarios + +Scenarios are created using the Scenario Editor tool, which provides a user-friendly interface to define road users, +their behaviors, and the success and failure conditions for the ego vehicle. + +To demonstrate the scenario creation process, we will create a simple scenario. + +### Scenario Definition + +- **Initial condition:** The ego vehicle is driving in a straight lane, and a bicycle is stopped in the same lane. +- **Action:** When the longitudinal distance between the ego vehicle and the bicycle is less than 10 meters, the bicycle + starts moving at a speed of 2 m/s. +- **Success condition:** The ego vehicle reaches the goal point. +- **Failure condition:** The ego vehicle collides with the bicycle. + +### Scenario Creation + +1. Open the [Scenario Editor](https://scenario.ci.tier4.jp/scenario_editor/) tool. +2. Load the map from the **MAP** tab. For this tutorial, we will use the `LEO-VM-00001` map, which can be downloaded + from the [Autoware Evaluators' `Maps` section](https://evaluation.ci.tier4.jp/evaluation/maps/972?project_id=awf). +3. In the `Edit` tab, add both the ego vehicle and the bicycle from the `Add Entity` section. After adding them, select + the ego vehicle and set its destination from the `Edit` tab. + + ![scenario-create-tutorial-01.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-01.png) + +4. After setting the positions of the bicycle, ego vehicle, and ego vehicle's destination, set the initial velocity of + the bicycle to 0 m/s as shown below. Then, click the `Scenario` tab and click on the `Add new act` button. Using + this, define an action that starts the bicycle moving when the distance condition is satisfied. + + ![scenario-create-tutorial-02.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-02.png) + +5. As shown below, define a start condition for an action named `act_start_bicycle`. This condition checks the distance + between the ego vehicle and the bicycle. If the distance is less than or equal to 10 meters, the action is triggered. + + ![scenario-create-tutorial-03.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-03.png) + +6. After the start condition, define an **event** for this action. Since there are no other conditions for this event, + set a dummy condition where SimulationTime is greater than 0, as shown below. + + ![scenario-create-tutorial-04.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-04.png) + +7. Define an **action** for this event. This action will set the velocity of the actor, Bicycle0, to 2 m/s. + + ![scenario-create-tutorial-05.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-05.png) + +8. The scenario is now ready to be tested. You can export the scenario from the `Scenario` tab by clicking the `Export` + button. + + ![scenario-create-tutorial-06.png](images/planning-evaluation-using-scenarios/scenario-create-tutorial-06.png) + +### Important Notes for Scenario Creation + +- The tutorial we made is a simple scenario implementation for more complex definitions and other road user actions, + please refer to + the [Scenario Simulator documentation](https://tier4.github.io/scenario_simulator_v2-docs/). +- Due to the complexity of the scenario format, support for editing in the GUI is not yet complete for all scenario + features. Therefore, if there are any items that cannot be supported or are difficult to edit using the GUI, you can + edit and adjust the scenario directly using a text editor. In that case, the schema of the scenario format is checked + before saving, so you can edit with confidence. +- Best way to understand other complex scenario implementations is to look at the existing scenarios. You can check the + scenarios in the + [Autoware Evaluator](https://evaluation.ci.tier4.jp/) to see other implementations. + +## Running Scenarios using Scenario Simulator + +### Creating the Scenario Simulator Environment + +- Clone the Autoware main repository. + +```bash +git clone https://github.com/autowarefoundation/autoware.git +``` + +- Create source directory. + +```bash +cd autoware +mkdir src +``` + +- Import the necessary repositories both for the Autoware and Scenario Simulator. + +```bash +vcs import src < autoware.repos +vcs import src < simulator.repos +``` + +- If you are installing Autoware for the first time, you can automatically install the dependencies by using the + provided Ansible script. Please refer to + the [Autoware source installation page](https://autowarefoundation.github.io/autoware-documentation/main/installation/autoware/source-installation/) + for more information. + +```bash +./setup-dev-env.sh +``` + +- Install dependent ROS packages. + +Autoware and Scenario Simulator require some ROS 2 packages in addition to the core components. The tool rosdep allows +an automatic search and +installation of such dependencies. You might need to run rosdep update before rosdep install. + +```bash +source /opt/ros/humble/setup.bash +rosdep install -y --from-paths src --ignore-src --rosdistro $ROS_DISTRO +``` + +- Build the workspace. + +```bash +colcon build --symlink-install --cmake-args -DCMAKE_BUILD_TYPE=Release +``` + +- If you have any issues with the installation, or if you need more detailed instructions, please refer to the + [Autoware source installation page](https://autowarefoundation.github.io/autoware-documentation/main/installation/autoware/source-installation/). + +### Execute the scenario by using Scenario Simulator + +We created an example scenario above and exported it into our local machine. Now, we will execute this scenario using +Scenario Simulator. + +- Firstly, we should define the `lanelet2_map.osm` and `pointcloud_map.pcd` files in the scenario file. In default, the + configuration is below: + +```yaml +RoadNetwork: + LogicFile: + filepath: lanelet2_map.osm + SceneGraphFile: + filepath: lanelet2_map.pcd +``` + +User should change the `filepath` field according to the map file we downloaded before. You can find +both `lanelet2_map.osm` and `pointcloud_map.pcd` files in the `Maps` section of the Autoware Evaluator. + +**Note:** Although the `pointcloud_map.pcd` file is mandatory, it is not used in the simulation. Therefore, you can +define a dummy file for this field. + +- After defining the map files, we can execute the scenario by using the Scenario Simulator. The command is below: + +```bash +ros2 launch scenario_test_runner scenario_test_runner.launch.py \ +record:=false \ +scenario:='/path/to/scenario/sample.yaml' \ +sensor_model:=sample_sensor_kit \ +vehicle_model:=sample_vehicle +``` + +- Now, the scenario will be executed in the Scenario Simulator. You can see the simulation in the RViz window. + +- To see the condition details in the scenario while playing it in RViz, you should enable the `Condition Group` marker, + it is not enabled by default. + +![enable-condition-group.png](images/planning-evaluation-using-scenarios/enable-condition-group.png) + +- By using the `Condition Group` marker, you can see the conditions that are satisfied and not satisfied in the + scenario. So it would be helpful to investigate the scenario. + +![condition-group-show.png](images/planning-evaluation-using-scenarios/condition-group-show.png) + +## Understanding the Autoware Evaluator + +Autoware Evaluator is a web-based CI/CD platform that facilitates the uploading, categorization, and execution of +scenarios along with their corresponding map files. It allows for parallel scenario executions and provides detailed +results. + +**Note: The Autoware Evaluator is a private tool. Currently, you should be invited to the AWF project to access it. +However, the AWF project will be public, it is under development.** + +- Firstly, you should create a free TIER IV account to access the Autoware Evaluator. You can create an account by using + the [TIER IV account creation page](https://account.tier4.jp/registration). + +- After you created an account, please reach out to Hiroshi IGATA (hiroshi.igata@tier4.jp), the AWF ODD WG leader, for + an invitation to AWF project of the Autoware Evaluator. It is advised to join the ODD WG meeting once to briefly + introduce yourself and your interest. The ODD WG information + is [here](https://github.com/autowarefoundation/autoware-projects/wiki/operational-design-domain-working-group#how-to-participate-in-the-working-group). + +Let's explore the Autoware Evaluator interface page by page. + +### Scenarios + +In `Scenarios` tab, user can view, search, and filter all the uploaded scenarios. If you are looking for a specific +scenario, you can use this page's search bar to find it. +If the scenario labeled ticked, it means that the scenario is reviewed and approved by manager, otherwise, it waits for +a review. + +### Catalogs + +The `Catalogs` tab displays scenario catalogs which means a group of suites that were created for a specific use case. +In Evaluator, user can execute a test for all scenarios in a catalog. + +![catalog-page.png](images/planning-evaluation-using-scenarios/catalog-page.png) + +### Suites + +`Suites` mean a group of scenarios that were created for a specific testing purposes, it is the smallest unit of the +scenario group. It can be assigned to any catalog to be tested for a use case. + +### Maps + +The `Maps` tab displays a list of maps that are used in the scenarios. Developers can find the map that they need to +execute the scenario. + +### Reports + +The `Reports` tab displays a list of results from scenario tests. Here, users can view the most recent test executions. + +![reports.png](images/planning-evaluation-using-scenarios/reports.png) + +The screenshot above illustrates the latest test execution for the public road bus catalog. In the source column, the +default Autoware repository with the latest commit is displayed. For a deeper analysis, users can click on the title to +view comprehensive results. + +![test-executed-report.png](images/planning-evaluation-using-scenarios/test-executed-report.png) + +Clicking on the title of a test execution leads to a page displaying build logs and individual test results for each +suite. By selecting links in the `ID` column, users can access detailed results for each suits. + +![suite-test-result.png](images/planning-evaluation-using-scenarios/suite-test-result.png) + +After clicking the `ID` link, users can view detailed test results for the scenarios within the suite. For instance, in +our case, 183 out of 198 scenarios succeeded. This page is a useful resource for developers to further investigate +scenarios that failed. + +![single-scenario-report.png](images/planning-evaluation-using-scenarios/single-scenario-report.png) + +- `ID` links to a page which shows detailed test results for the scenario. +- `Scenario Name` links to a page displaying the scenario's definition. +- `Labels` indicate the conditions under which the scenario failed; if successful, this field remains empty. +- `Status` shows the count of failed and succeeded cases within a scenario. + +To investigate deeper for this specific scenario, we should click into `ID` link. + +![report-with-cases.png](images/planning-evaluation-using-scenarios/report-with-cases.png) + +For this scenario, three of the four cases failed. Each case represents changing the `ego_speed` parameter. To deep dive +into the failed cases, click on the `ID` link. + +![single-case-report.png](images/planning-evaluation-using-scenarios/single-case-report.png) + +This page show us the detailed information of the failed case. We can understand why the case failing by looking into +the `Message`. For our case, the message +is `Simulation failure: CustomCommandAction typed "exitFailure" was triggered by the anonymous Condition (OpenSCENARIO.Storyboard.Story[0].Act["_EndCondition"].ManeuverGroup[0].Maneuver[0].Event[1].StartTrigger.ConditionGroup[1].Condition[0]): The state of StoryboardElement "act_ego_nostop_check" (= completeState) is given state completeState?` + +From this message, we can understand that an action which is used for checking the vehicle is not stopped is in complete +state. And, the scenario author set this condition as a failure condition. Therefore, the scenario failed. + +- To test the scenario in local, you can download the scenario and its map by using links which are marked image above. + Running scenario on local machine was explained in the previous section. + +- To compare the test executions to analyze when the scenarios were successfully running, you can use `Compare Reports` + button in the page which shows result of previous test executions. + +![compare-results.png](images/planning-evaluation-using-scenarios/compare-results.png) + +- To see how the scenario failed, you can replay the scenario by clicking the `Play` button. It shows the executed test. + +![scenario-replay.png](images/planning-evaluation-using-scenarios/scenario-replay.png) + +- a) The bar that assists us in rewinding or fast-forwarding +- b) Shows the success and failing conditions are satisfied or not +- c) Shows the state of the actions and events and their start conditions + +## For Further Support + +Creating scenarios, analyzing them using Autoware Evaluator would be complicated for new users. If you need further help +or support, you can reach out to the Autoware community through +the [Autoware Discord server](https://discord.gg/Q94UsPvReQ), and you can ask questions about scenario creation process +or Autoware Evaluator in `odd` channel. Also, you can attend the weekly ODD Working Group meeting to get support from +the community. You can join +the [ODD WG invitation group](https://groups.google.com/a/autoware.org/g/operational-design-domain-working-group-meeting-invitations) +to get the meeting invitations. + +- ODD WG meetings are held weekly in the single time slot which is 2:00pm, Monday (UTC). + +### Other Useful Pages + +- +-

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