Reinforcement Learning
stable-baselines3
deep-reinforcement-learning
fluidgym
active-flow-control
fluid-dynamics
simulation
CylinderRot2D-hard-v0
Eval Results (legacy)
Instructions to use safe-autonomous-systems/ppo-CylinderRot2D-hard-v0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use safe-autonomous-systems/ppo-CylinderRot2D-hard-v0 with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="safe-autonomous-systems/ppo-CylinderRot2D-hard-v0", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
| drag,lift,action_0,reward | |
| 3.7993724,3.2260911,0.4645361,-3.406075954437256 | |
| 3.9079263,3.318814,0.9411995,-3.6073527336120605 | |
| 3.4986532,2.8816864,1.0,-2.7609519958496094 | |
| 2.7634606,2.294702,1.0,-1.4387750625610352 | |
| 2.668829,1.533136,0.6694859,-0.5825773477554321 | |
| 2.9719534,0.47943708,-0.3138339,0.16799715161323547 | |
| 3.3908513,-0.13441901,-0.9335134,0.09411735832691193 | |
| 3.461852,-0.25582072,-0.9834644,-0.09828516840934753 | |
| 3.0181694,-0.17856994,-0.017714027,0.42264828085899353 | |
| 2.8704,0.043195885,0.3898038,0.7057917714118958 | |
| 3.0773473,0.3638829,1.0,0.17815744876861572 | |
| 2.8750932,0.7784206,1.0,-0.034126222133636475 | |
| 2.6650803,1.053879,0.58436966,-0.09957170486450195 | |
| 2.801289,0.8996417,0.66472286,-0.08154314756393433 | |
| 3.0076163,0.44606337,-0.36458868,0.16570797562599182 | |
| 3.1233482,-0.036718547,-1.0,0.4593208432197571 | |
| 3.0918376,-0.44356212,-1.0,0.08398786187171936 | |
| 2.8289647,-0.8937417,-0.3816711,-0.10331881046295166 | |
| 2.7055326,-1.1658508,0.38082448,-0.25199568271636963 | |
| 2.8388383,-0.96051496,1.0,-0.17996567487716675 | |
| 3.0126445,-0.53381634,1.0,0.07292675971984863 | |
| 2.917553,-0.01720429,0.6434394,0.6846303939819336 | |
| 2.8432105,0.40382662,0.41347384,0.3723505437374115 | |
| 2.916074,0.523212,-0.13270913,0.18010157346725464 | |
| 2.9784317,0.3664535,-1.0,0.2745024263858795 | |
| 2.9921477,0.1068994,-1.0,0.5203405618667603 | |
| 2.8742166,-0.17564368,-0.40003297,0.5695273876190186 | |
| 2.8766654,-0.3878373,0.43180418,0.3548849821090698 | |
| 2.969657,-0.33999488,1.0,0.30973580479621887 | |
| 2.9409847,-0.039455842,1.0,0.638947069644928 | |
| 2.7571924,0.4193013,0.89811575,0.44289395213127136 | |
| 2.7872674,0.7522469,0.6461206,0.07987326383590698 | |
| 2.9396243,0.7665504,0.11915517,-0.08678710460662842 | |
| 3.0794597,0.57522404,-1.0,-0.035296082496643066 | |
| 3.1462848,0.32389536,-1.0,0.1492074429988861 | |
| 2.994372,0.022778887,-0.41481927,0.6022368669509888 | |
| 2.9060214,-0.30394176,0.45307192,0.4094245135784149 | |
| 2.9654558,-0.3441375,0.8692892,0.3097943663597107 | |
| 2.7818115,-0.15120186,1.0,0.686374306678772 | |
| 2.7228744,0.20613845,1.0,0.6903747916221619 | |
| 2.774546,0.4737703,0.7025678,0.3710714280605316 | |
| 2.9979715,0.4712613,0.08954249,0.15015479922294617 | |
| 3.1482189,0.32320365,-1.0,0.14796510338783264 | |
| 3.1683407,0.12670352,-1.0,0.3243434429168701 | |
| 2.931815,-0.15891404,-0.567503,0.5286586880683899 | |
| 2.8721807,-0.4459929,0.4719925,0.3012140393257141 | |
| 3.0575716,-0.44446108,0.82882786,0.11735489964485168 | |
| 3.2533925,-0.18946293,1.0,0.17653223872184753 | |
| 2.996683,0.21523741,0.927031,0.4074673354625702 | |
| 2.7941692,0.51179904,0.6504853,0.3134194016456604 | |
| 2.993541,0.54130113,0.10450374,0.08454549312591553 | |
| 3.1462834,0.40149376,-1.0,0.0716104805469513 | |
| 3.173395,0.21029563,-1.0,0.23569707572460175 | |
| 2.762693,0.009842308,-0.60570484,0.8468523621559143 | |
| 2.9047778,-0.29236907,0.51912916,0.4222407937049866 | |
| 3.0945477,-0.32727316,0.9079033,0.19756671786308289 | |
| 3.1815636,-0.119303435,1.0,0.31852057576179504 | |
| 3.0415459,0.25754818,1.0,0.3202935755252838 | |
| 2.7577024,0.5062131,0.6917747,0.3554721474647522 | |
| 3.0102193,0.509149,0.07196991,0.10001927614212036 | |
| 3.1557095,0.37633556,-1.0,0.08734256029129028 | |
| 3.032385,0.22198646,-1.0,0.36501604318618774 | |
| 2.9154756,-0.05374941,-0.43380564,0.6501626372337341 | |
| 2.913946,-0.32727638,0.50561935,0.3781653344631195 | |
| 3.029115,-0.32509598,0.9009309,0.2651766836643219 | |
| 3.1384778,-0.085062124,1.0,0.39584770798683167 | |
| 2.9309142,0.2963374,0.92668027,0.3921360671520233 | |
| 2.7740314,0.5544754,0.69851273,0.29088079929351807 | |
| 3.0082407,0.5500987,0.035473358,0.06104820966720581 | |
| 3.1315594,0.40299025,-1.0,0.08483800292015076 | |
| 3.2215734,0.21660617,-1.0,0.18120810389518738 | |
| 2.8990357,-0.026999073,-0.4802201,0.6933528780937195 | |
| 2.9096625,-0.30292118,0.5281403,0.4068039655685425 | |
| 2.9950705,-0.3141775,0.96169025,0.31013965606689453 | |
| 3.0041234,-0.111004405,1.0,0.5042597651481628 | |
| 2.7383301,0.25845748,0.95458955,0.6226000189781189 | |
| 2.772887,0.541681,0.6951068,0.30481964349746704 | |
| 2.999285,0.5405478,0.01456553,0.07955485582351685 | |
| 3.1585882,0.40140405,-1.0,0.059395402669906616 | |
| 3.2973375,0.20814021,-1.0,0.11390988528728485 | |