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 | |
| 3.8034015,3.2186813,0.3197049,-3.4026951789855957 | |
| 3.9637396,3.2756987,0.38623676,-3.6200506687164307 | |
| 3.6729057,2.715725,0.3761912,-2.769243001937866 | |
| 3.1316724,1.813353,0.32830152,-1.325637698173523 | |
| 2.8001435,0.43942565,0.30076262,0.37981849908828735 | |
| 3.0583622,-1.1644782,0.2236824,-0.6034528017044067 | |
| 3.573305,-2.1760187,-0.0043029534,-2.1299359798431396 | |
| 3.8009686,-2.3743012,-0.21958414,-2.555882215499878 | |
| 3.6245875,-2.0121446,-0.29649484,-2.0173444747924805 | |
| 3.1499004,-1.2555498,-0.24998452,-0.7860625982284546 | |
| 2.7944934,-0.11378188,-0.06933402,0.7111123204231262 | |
| 2.9613333,1.280551,0.14529456,-0.6224966049194336 | |
| 3.492943,2.3577385,0.27467865,-2.2312939167022705 | |
| 3.7293167,2.7939675,0.34402862,-2.9038965702056885 | |
| 3.4823833,2.7165935,0.3569628,-2.5795891284942627 | |
| 3.0349612,2.1917145,0.32432985,-1.607288122177124 | |
| 2.6904573,1.1868364,0.2964306,-0.25790607929229736 | |
| 2.67008,-0.13178979,0.2619792,0.817517876625061 | |
| 2.969825,-1.3077422,0.08936511,-0.6581796407699585 | |
| 3.3317287,-1.9397088,-0.15118766,-1.6520498991012573 | |
| 3.44361,-1.9927529,-0.29062617,-1.8169752359390259 | |
| 3.1927905,-1.6236279,-0.29385534,-1.197030782699585 | |
| 2.8150222,-0.9199652,-0.1590491,-0.11559981107711792 | |
| 2.6667018,0.13404319,0.018530022,0.8186426162719727 | |
| 2.919688,1.3851842,0.16173586,-0.6854845285415649 | |
| 3.3233147,2.3124373,0.2606029,-2.016364336013794 | |
| 3.4709287,2.6214266,0.3261235,-2.4729676246643066 | |
| 3.2850065,2.4011817,0.33177358,-2.066800594329834 | |
| 2.9525676,1.773163,0.29808888,-1.1063429117202759 | |
| 2.699919,0.7973214,0.28142074,0.12214726209640503 | |
| 2.6629565,-0.39045486,0.21084465,0.5659762620925903 | |
| 2.8765814,-1.4338738,-0.008427658,-0.6910675764083862 | |
| 3.1951005,-1.9231231,-0.23053902,-1.4988360404968262 | |
| 3.338153,-1.8175601,-0.29959992,-1.5363253355026245 | |
| 3.1556692,-1.3425555,-0.25405005,-0.8788371086120605 | |
| 2.8512394,-0.57474214,-0.09811852,0.19340604543685913 | |
| 2.7677612,0.50102544,0.07077146,0.3506009578704834 | |
| 3.0299993,1.6470349,0.18933451,-1.0576465129852295 | |
| 3.338872,2.3554382,0.27776116,-2.074922561645508 | |
| 3.3665984,2.4466455,0.31905544,-2.1938562393188477 | |
| 3.1322205,2.0540926,0.30201113,-1.5669255256652832 | |
| 2.8411162,1.3306466,0.28349927,-0.5523751974105835 | |
| 2.6460967,0.35817772,0.25847405,0.6151131987571716 | |
| 2.6546624,-0.68946946,0.13988574,0.27525579929351807 | |
| 2.8863924,-1.4623022,-0.09287763,-0.7293069362640381 | |
| 3.1536996,-1.7376052,-0.24094453,-1.2719172239303589 | |
| 3.1951218,-1.5954934,-0.27266568,-1.1712275743484497 | |
| 2.9621668,-1.1682788,-0.20773016,-0.51105797290802 | |
| 2.7022378,-0.43029517,-0.06799989,0.486854612827301 | |
| 2.6800048,0.61935,0.07310439,0.3200327754020691 | |
| 2.9567304,1.7356938,0.18452644,-1.073036551475525 | |
| 3.2091742,2.4498777,0.2658293,-2.0396642684936523 | |
| 3.2953234,2.5741665,0.29985636,-2.2501022815704346 | |
| 3.1493413,2.1843204,0.29930866,-1.7142741680145264 | |
| 2.8941715,1.4212136,0.2922458,-0.6959974765777588 | |
| 2.7197595,0.37673315,0.25658917,0.5228949785232544 | |
| 2.7424135,-0.79798585,0.13389239,0.07898825407028198 | |
| 2.9535642,-1.7561446,-0.12971833,-1.0903211832046509 | |
| 3.228723,-2.1250296,-0.2882598,-1.7343649864196777 | |
| 3.3223114,-1.9016855,-0.3175449,-1.6046092510223389 | |
| 3.1285677,-1.3217541,-0.22957243,-0.8309341669082642 | |
| 2.8606348,-0.4513036,-0.057740543,0.30744922161102295 | |
| 2.8420837,0.7033144,0.1126595,0.07398951053619385 | |
| 3.1169438,1.7818197,0.21145537,-1.2793759107589722 | |
| 3.3384674,2.328454,0.2850086,-2.0475337505340576 | |
| 3.2769146,2.2850096,0.30659935,-1.9425365924835205 | |
| 3.030082,1.8101193,0.2825234,-1.2208136320114136 | |
| 2.7703388,1.0463351,0.276332,-0.19728624820709229 | |
| 2.6192389,0.09139921,0.22670369,0.9087495803833008 | |
| 2.6545258,-0.85122496,0.07227585,0.11363691091537476 | |
| 2.9064598,-1.4922984,-0.13413125,-0.7793705463409424 | |
| 3.1046422,-1.6900804,-0.23843466,-1.1753349304199219 | |
| 3.0827417,-1.559888,-0.24923994,-1.0232421159744263 | |
| 2.8296645,-1.1571229,-0.18463887,-0.3673996925354004 | |
| 2.5957012,-0.42826575,-0.05973039,0.5954206585884094 | |
| 2.6023355,0.59353477,0.06521752,0.4235174059867859 | |
| 2.8477669,1.668428,0.16854578,-0.8968071937561035 | |
| 3.063357,2.4145725,0.2368239,-1.8585419654846191 | |
| 3.1894002,2.6231213,0.2690789,-2.19313383102417 | |
| 3.1111138,2.3008807,0.28962982,-1.7926068305969238 | |