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 | |
| 3.799696,3.2239466,0.4275145,-3.404254913330078 | |
| 3.9111888,3.3182383,1.0,-3.610039472579956 | |
| 3.4994433,2.8766665,1.0,-2.7567222118377686 | |
| 2.7607203,2.2980962,1.0,-1.4394288063049316 | |
| 2.0689218,1.4859502,1.0,0.06451559066772461 | |
| 2.5888681,0.5432813,-0.9254158,0.48723816871643066 | |
| 3.3619542,0.038325295,-1.0,0.21910811960697174 | |
| 3.4862866,-0.03054454,-1.0,0.10255644470453262 | |
| 3.0952816,-0.023449684,0.43996033,0.5006563663482666 | |
| 2.8976007,0.11523029,0.85587174,0.6065566539764404 | |
| 2.93837,0.29132706,0.8039328,0.3896905779838562 | |
| 2.6806781,0.66926694,0.40919614,0.2694425582885742 | |
| 2.733924,0.8814807,1.0,0.003983020782470703 | |
| 2.8918319,0.6339587,1.0,0.09359705448150635 | |
| 3.0199742,0.18094632,-1.0,0.41846707463264465 | |
| 3.1718874,0.013569173,-1.0,0.43393105268478394 | |
| 3.1775506,-0.053699363,-1.0,0.38813769817352295 | |
| 2.8071568,-0.49478248,-0.5130762,0.31744834780693054 | |
| 2.6257534,-0.9250717,1.0,0.06856250762939453 | |
| 2.7799196,-0.9725609,0.6812917,-0.13309288024902344 | |
| 2.8700953,-0.6623759,0.59589803,0.08691644668579102 | |
| 2.8068233,-0.065138996,0.6851183,0.747425377368927 | |
| 2.826503,0.42014197,1.0,0.372742623090744 | |
| 2.9635582,0.50894934,-1.0,0.14688009023666382 | |
| 3.0983593,0.5146206,-1.0,0.006407678127288818 | |
| 3.092567,0.39714676,-1.0,0.12967389822006226 | |
| 2.8602884,-0.15719408,0.048896387,0.6019051671028137 | |
| 2.7760472,-0.66537464,1.0,0.17796576023101807 | |
| 2.8361406,-0.6992607,0.89933765,0.08398628234863281 | |
| 2.8219364,-0.40816578,1.0,0.38928547501564026 | |
| 2.6806273,0.16892757,0.96129924,0.7698327302932739 | |
| 2.8130682,0.6411542,1.0,0.1651652455329895 | |
| 2.9926686,0.74841595,-1.0,-0.12169694900512695 | |
| 2.991042,0.7493324,-1.0,-0.1209867000579834 | |
| 3.1119576,0.56456983,-1.0,-0.05713975429534912 | |
| 2.9358044,0.022460904,0.4034522,0.6611223816871643 | |
| 2.8548822,-0.41955942,0.9143949,0.3449459671974182 | |
| 2.8172412,-0.4905223,0.9977551,0.311624139547348 | |
| 2.6308959,-0.12485914,0.81857204,0.8636326193809509 | |
| 2.6356528,0.49579152,1.0,0.4879433214664459 | |
| 2.8111084,0.8392761,1.0,-0.03099679946899414 | |
| 2.7944603,0.8898463,-1.0,-0.06491899490356445 | |
| 2.852728,0.91749936,-1.0,-0.15083962678909302 | |
| 3.0945928,0.73996574,-1.0,-0.21517091989517212 | |
| 2.9369926,0.14329585,0.460169,0.5390990972518921 | |
| 2.8588696,-0.4431545,1.0,0.31736356019973755 | |
| 2.7418044,-0.58607286,1.0,0.2915104031562805 | |
| 2.6139965,-0.30434996,1.0,0.7010411620140076 | |
| 2.388715,0.24835868,1.0,0.9823139309883118 | |
| 2.811724,0.6378065,0.944369,0.1698572039604187 | |
| 3.01047,0.7252882,-1.0,-0.11637049913406372 | |
| 3.084356,0.7531093,-1.0,-0.21807771921157837 | |
| 2.734043,0.6068386,-0.9816269,0.27850615978240967 | |
| 1.9711075,0.15401901,0.65462816,1.4942611455917358 | |
| 1.8544961,-0.30140233,1.0,1.4634891748428345 | |
| 2.0455267,-0.44825554,1.0,1.1256053447723389 | |
| 2.5731978,-0.095856495,0.89947075,0.950333297252655 | |
| 2.3309703,0.5021723,1.0,0.7862450480461121 | |
| 2.8229764,0.88319916,0.7505885,-0.0867878794670105 | |
| 2.9735773,0.95977825,-1.0,-0.31396788358688354 | |
| 2.8611858,0.96864253,-1.0,-0.21044069528579712 | |
| 3.0653296,0.7217683,-0.8286483,-0.16771024465560913 | |
| 2.9928885,0.0757816,0.6340874,0.5507175922393799 | |
| 2.8592913,-0.4227874,0.93393475,0.3373089134693146 | |
| 2.762675,-0.5031428,1.0,0.35356980562210083 | |
| 2.5559092,-0.16389488,1.0,0.8995835781097412 | |
| 2.454207,0.39290595,1.0,0.7722747325897217 | |
| 2.7991114,0.7309909,0.8239717,0.08928537368774414 | |
| 3.0297222,0.7929181,-1.0,-0.2032526731491089 | |
| 3.0830274,0.7720154,-1.0,-0.23565512895584106 | |
| 3.1456597,0.5253245,-0.8966898,-0.05159658193588257 | |
| 2.9370394,-0.09523723,0.60410786,0.5871109962463379 | |
| 2.8142548,-0.56735015,0.9057268,0.23778271675109863 | |
| 2.7680554,-0.6100218,1.0,0.24131035804748535 | |
| 2.6291933,-0.1981756,0.946732,0.792018711566925 | |
| 2.6635907,0.4528957,1.0,0.5029012560844421 | |
| 2.8360763,0.8408226,0.7469904,-0.057511210441589355 | |
| 2.994277,0.95377105,-1.0,-0.32866042852401733 | |
| 2.8461,0.9769931,-1.0,-0.2037055492401123 | |
| 3.1172986,0.72614896,-0.9678192,-0.22405993938446045 | |