From 92ff067508ac7f3449864abc2e50050f80f809f9 Mon Sep 17 00:00:00 2001 From: Luigi Starace Date: Mon, 24 Jan 2022 09:05:46 +0100 Subject: [PATCH 1/2] Added GerRL tool --- genrl_sbst2022/README.md | 18 ++ genrl_sbst2022/genrl_test_generator.py | 38 +++ .../tig/art/road/line_white_d.dds | Bin 0 -> 175248 bytes .../tig/art/road/line_white_n.dds | Bin 0 -> 175248 bytes .../tig/art/road/line_yellow_d.dds | Bin 0 -> 175248 bytes .../levels_template/tig/art/road/materials.cs | 73 ++++++ .../tig/art/road/road_asphalt_2lane_d.dds | Bin 0 -> 2097280 bytes .../tig/art/road/road_asphalt_2lane_n.dds | Bin 0 -> 1398256 bytes .../tig/art/road/road_asphalt_2lane_s.dds | Bin 0 -> 699192 bytes .../tig/art/road/road_rubber_sticky_d.dds | Bin 0 -> 349680 bytes .../tig/art/terrains/Grass-01-D.dds | Bin 0 -> 699192 bytes .../tig/art/terrains/Grass-01-N.dds | Bin 0 -> 699192 bytes .../tig/art/terrains/Macro_grass.dds | Bin 0 -> 174904 bytes .../tig/art/terrains/Overlay_Grass-01.dds | Bin 0 -> 43832 bytes .../tig/art/terrains/materials.cs | 17 ++ genrl_sbst2022/levels_template/tig/info.json | 7 + .../levels_template/tig/main.decals.json | 10 + .../CameraBookmarks/items.level.json | 1 + .../PlayerDropPoints/items.level.json | 0 .../main/MissionGroup/Water/items.level.json | 0 .../generated/items.level.json-readme.txt | 3 + .../tig/main/MissionGroup/items.level.json | 7 + .../main/MissionGroup/items.level.readme.txt | 1 + .../MissionGroup/sky_and_sun/items.level.json | 5 + .../MissionGroup/vegetation/items.level.json | 2 + .../levels_template/tig/main/items.level.json | 1 + .../levels_template/tig/terrain.ter | Bin 0 -> 12582942 bytes .../levels_template/tig/terrain.terrain.json | 11 + .../tig/terrain.terrainheightmap.png | Bin 0 -> 18236 bytes .../levels_template/tig/tig-version.json | 3 + genrl_sbst2022/road_generation_env.py | 195 ++++++++++++++++ .../road_generation_env_continuous.py | 152 ++++++++++++ .../road_generation_env_discrete.py | 152 ++++++++++++ .../road_generation_env_transform.py | 218 ++++++++++++++++++ genrl_sbst2022/run_genrl.py | 44 ++++ 35 files changed, 958 insertions(+) create mode 100644 genrl_sbst2022/README.md create mode 100644 genrl_sbst2022/genrl_test_generator.py create mode 100644 genrl_sbst2022/levels_template/tig/art/road/line_white_d.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/line_white_n.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/line_yellow_d.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/materials.cs create mode 100644 genrl_sbst2022/levels_template/tig/art/road/road_asphalt_2lane_d.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/road_asphalt_2lane_n.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/road_asphalt_2lane_s.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/road/road_rubber_sticky_d.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/terrains/Grass-01-D.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/terrains/Grass-01-N.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/terrains/Macro_grass.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/terrains/Overlay_Grass-01.dds create mode 100644 genrl_sbst2022/levels_template/tig/art/terrains/materials.cs create mode 100644 genrl_sbst2022/levels_template/tig/info.json create mode 100644 genrl_sbst2022/levels_template/tig/main.decals.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/CameraBookmarks/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/PlayerDropPoints/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/Water/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/generated/items.level.json-readme.txt create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/items.level.readme.txt create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/sky_and_sun/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/MissionGroup/vegetation/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/main/items.level.json create mode 100644 genrl_sbst2022/levels_template/tig/terrain.ter create mode 100644 genrl_sbst2022/levels_template/tig/terrain.terrain.json create mode 100644 genrl_sbst2022/levels_template/tig/terrain.terrainheightmap.png create mode 100644 genrl_sbst2022/levels_template/tig/tig-version.json create mode 100644 genrl_sbst2022/road_generation_env.py create mode 100644 genrl_sbst2022/road_generation_env_continuous.py create mode 100644 genrl_sbst2022/road_generation_env_discrete.py create mode 100644 genrl_sbst2022/road_generation_env_transform.py create mode 100644 genrl_sbst2022/run_genrl.py diff --git a/genrl_sbst2022/README.md b/genrl_sbst2022/README.md new file mode 100644 index 0000000..2d4a9ff --- /dev/null +++ b/genrl_sbst2022/README.md @@ -0,0 +1,18 @@ +# GenRL at the Cyber-Physical Systems Testing Competition # + +GenRL is a tool that **Gen**erates effective test cases for a lane-keeping system in a simulated +environment using **R**einforcement **L**earning (RL). + +This repository is a fork of [tool-competition-av](https://github.com/se2p/tool-competition-av), in which we implemented our RL-based approach. + +Install additional dependencies for GenRL with +``` +pip3 install torch==1.10.1+cu113 torchvision==0.11.2+cu113 torchaudio===0.10.1+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html + +pip install -r additional-requirements.txt +``` + +To start the test generator using the tool competition pipeline, run `competition.py` with the following command line parameters: +``` +--module-name genrl_sbst2022.genrl_test_generator --class-name GenrlTestGenerator +``` diff --git a/genrl_sbst2022/genrl_test_generator.py b/genrl_sbst2022/genrl_test_generator.py new file mode 100644 index 0000000..1af7bf6 --- /dev/null +++ b/genrl_sbst2022/genrl_test_generator.py @@ -0,0 +1,38 @@ +import logging as log + +from stable_baselines3 import PPO + +from genrl_sbst2022.road_generation_env_transform import RoadGenerationTransformationEnv + +class GenrlTestGenerator: + """ + Generates tests using a RL-based approach + """ + + def __init__(self, executor=None, map_size=None): + self.executor = executor + self.map_size = map_size + + def start(self): + log.info("Starting CaRL test generator") + + # Instantiate the environment + # env = RoadGenerationContinuousEnv(test_executor, max_number_of_points=20) + # env = RoadGenerationDiscreteEnv(test_executor, max_number_of_points=8) + env = RoadGenerationTransformationEnv(self.executor, max_number_of_points=4) + + # Instantiate the agent + model = PPO('MlpPolicy', env, verbose=1) + + # Start training the agent + log.info("Starting training") + model.learn(total_timesteps=int(1e2)) + + # If training is done and we still have time left, we generate new tests using the trained policy until the + # given time budget is up. + log.info("Generating tests with the trained agent") + while not self.executor.time_budget.is_over(): + obs = env.reset() + while not done: + action = model.predict(observation=obs) + obs, reward, done, info = env.step(action) diff --git a/genrl_sbst2022/levels_template/tig/art/road/line_white_d.dds b/genrl_sbst2022/levels_template/tig/art/road/line_white_d.dds new file mode 100644 index 0000000000000000000000000000000000000000..8e4491684c4e9c614964fbd7c46976667e24acda GIT binary patch literal 175248 zcmaI83tUvy_6NSsIWsW803!@ZX?1{su(Srn!oobD75E$#5+B_t?OsbQeAJclaTwkr zI*h2HS!kwaS!hNoGs78P;%meg87N{|+Utg8scG^5?lY49KL7vcPhP!?z0cn3z1CiP zoik#@L~#)j`5OF*bVL&VKM}9~t;gTbq>ix+7%^fZM}qph|G&RP3~KPd5gBQN|G(zx z4ATGW*Ey7G8lE0IHj;4)KEw%-GIl(#l_anV>pQk-QANt)JYbn)jwad 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b/genrl_sbst2022/levels_template/tig/art/road/materials.cs new file mode 100644 index 0000000..67cc9c2 --- /dev/null +++ b/genrl_sbst2022/levels_template/tig/art/road/materials.cs @@ -0,0 +1,73 @@ + +singleton Material(tig_road_rubber_sticky) +{ + mapTo = "tig_road_rubber_sticky"; + diffuseMap[0] = "levels/tig/art/road/road_asphalt_2lane_d.dds"; + doubleSided = "0"; + translucentBlendOp = "LerpAlpha"; + normalMap[0] = "levels/tig/art/road/road_asphalt_2lane_n.dds"; + specularPower[0] = "1"; + useAnisotropic[0] = "1"; + materialTag0 = "RoadAndPath"; + materialTag1 = "beamng"; + specularMap[0] = "levels/tig/art/road/road_asphalt_2lane_s.dds"; + reflectivityMap[0] = "levels/tig/art/road/road_rubber_sticky_d.dds"; + cubemap = "global_cubemap_metalblurred"; + translucent = "1"; + translucentZWrite = "1"; + alphaTest = "0"; + alphaRef = "255"; + castShadows = "0"; + specularStrength[0] = "0"; +}; + + + + +singleton Material(tig_line_white) +{ + mapTo = "tig_line_white"; + doubleSided = "0"; + translucentBlendOp = "LerpAlpha"; + normalMap[0] = "levels/tig/art/road/line_white_n.dds"; + specularPower[0] = "1"; + useAnisotropic[0] = "1"; + materialTag0 = "RoadAndPath"; + materialTag1 = "beamng"; + //cubemap = "cubemap_road_sky_reflection"; + //specularMap[0] = "levels/tig/art/road/line_white_s.dds"; + translucent = "1"; + translucentZWrite = "1"; + alphaTest = "0"; + alphaRef = "255"; + castShadows = "0"; + specularStrength[0] = "0"; + colorMap[0] = "levels/tig/art/road/line_white_d.dds"; + annotation = "SOLID_LINE"; + specularStrength0 = "0"; + specularColor0 = "1 1 1 1"; + materialTag2 = "driver_training"; +}; + +singleton Material(tig_line_yellow) +{ + mapTo = "tig_line_yellow"; + doubleSided = "0"; + translucentBlendOp = "LerpAlpha"; + normalMap[0] = "levels/tig/art/road/line_white_n.dds"; + specularPower[0] = "1"; + useAnisotropic[0] = "1"; + materialTag0 = "RoadAndPath"; + materialTag1 = "beamng"; + //cubemap = "cubemap_road_sky_reflection"; + //specularMap[0] = "levels/tig/art/road/line_yellowblack_s.dds"; + translucent = "1"; + translucentZWrite = "1"; + alphaTest = "0"; + alphaRef = "255"; + castShadows = "0"; + specularStrength[0] = "0"; + annotation = "SOLID_LINE"; + colorMap[0] = "levels/tig/art/road/line_yellow_d.dds"; + specularStrength0 = "0"; +}; diff --git a/genrl_sbst2022/levels_template/tig/art/road/road_asphalt_2lane_d.dds b/genrl_sbst2022/levels_template/tig/art/road/road_asphalt_2lane_d.dds new file mode 100644 index 0000000000000000000000000000000000000000..3481b92e2745548538c84eee646c47b1666f0e02 GIT binary patch literal 2097280 zcmaI84Oo+Rnm(Fh9Wg<}Zfo5$(`gxZs2Dy%r&`*Mie+ZbD%Bm#7{k1L#7Rzfl@yCG zjF=EYgWZ*ckFf)#YpG`Fq=q*pu}&ilNMg0~AynvELtKjqgLTA22!j(71Ic^thuw3X zbN$b`POoV*(Yp5OCv-}m#p`QZp(Q2ASE9gu{R-Og%cxSYm4V?v|aZ$f|I>sAWf? z{asdXuc=i1^`pbTUF)h;b#^+}Y`)uRd;a+h-sZa-ZIisBq6Oa`^W(gWyanI8wmrP5 zlm%a{?Xe&2!=u!;_N`^P1LIGaSFcRsee3S{5X=9@iKp+@+MeQF<~@D)r9WWxzoEa2 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