Reinforcement Learning
stable-baselines3
deep-reinforcement-learning
fluidgym
active-flow-control
fluid-dynamics
simulation
RBC2D-easy-v0
Eval Results (legacy)
Instructions to use safe-autonomous-systems/sac-RBC2D-easy-v0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use safe-autonomous-systems/sac-RBC2D-easy-v0 with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="safe-autonomous-systems/sac-RBC2D-easy-v0", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
File size: 5,055 Bytes
f107e53 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 | step,training/mean_reward,training/mean_nusselt,evaluation/mean_nusselt,evaluation/mean_reward
500,-0.06010052189230919,4.956020358085632,,
1000,-0.06762798130512238,4.963547794342041,,
1500,-0.010410509072244167,4.9063303089141845,,
2000,-0.024178912863135338,4.920098714828491,,
2500,-0.01725992187857628,4.913179714202881,,
3000,0.007104979362338781,4.888814820289612,,
3500,-0.0194217711687088,4.915341593742371,,
4000,-0.0017699870513752103,4.897689786911011,,
4500,-0.03245826065540314,4.928378060340881,,
5000,0.01641271635890007,4.879507085800171,,
5000,,,4.768201396465302,0.127718403339386
5500,0.029624976217746735,4.866294813156128,,
6000,0.016804752871394157,4.879115047931671,,
6500,0.060361843556165695,4.835557951927185,,
7000,0.0506209135055542,4.845298888206482,,
7500,0.10555047541856766,4.790369305610657,,
8000,0.13636621832847595,4.7595536336898805,,
8500,0.14338061213493347,4.752539157867432,,
9000,0.11938703805208206,4.776532757759094,,
9500,0.188872292637825,4.7070475254058834,,
10000,0.18474562466144562,4.711174118995666,,
10000,,,4.276217106580734,0.6197026932239532
10500,0.24091115593910217,4.655008587837219,,
11000,0.35235732793807983,4.543562410831451,,
11500,0.44227170944213867,4.453648137569427,,
12000,0.4837493896484375,4.412170240402221,,
12500,0.5292168855667114,4.3667029809951785,,
13000,0.5780242681503296,4.317895310401917,,
13500,0.544098973274231,4.351820888996124,,
14000,0.5467525720596313,4.3491673679351806,,
14500,0.5458378195762634,4.350081850528717,,
15000,0.5736566185951233,4.322263331413269,,
15000,,,4.2715960574150085,0.6243237423896789
15500,0.49921390414237976,4.396705749034882,,
16000,0.6092562675476074,4.286663562297821,,
16500,0.5513033270835876,4.344616313457489,,
17000,0.6134932041168213,4.282426589488983,,
17500,0.5430799722671509,4.3528400182724,,
18000,0.593995213508606,4.30192418050766,,
18500,0.49793216586112976,4.39798774766922,,
19000,0.5883476734161377,4.30757257270813,,
19500,0.5904688239097595,4.305451178073883,,
20000,0.673524796962738,4.222394959449768,,
20000,,,4.297975962162018,0.5979438376426697
20500,0.7285947799682617,4.167324848175049,,
21000,0.7812251448631287,4.1146949253082274,,
21500,0.6721459031105042,4.223774185180664,,
22000,0.6895936727523804,4.206326550960541,,
22500,0.6798408627510071,4.216079057216644,,
23000,0.6681675314903259,4.2277524929046635,,
23500,0.7090982794761658,4.186821770191193,,
24000,0.7451890110969543,4.150730483531952,,
24500,0.6983412504196167,4.197578183174134,,
25000,0.8501180410385132,4.045801553726196,,
25000,,,4.224447625875473,0.6714721739292144
25500,0.8014905452728271,4.094429267883301,,
26000,0.7351145148277283,4.160805347919464,,
26500,0.7761022448539734,4.119817725658416,,
27000,0.7664259076118469,4.129493451118469,,
27500,0.7401525974273682,4.155767142772675,,
28000,0.836887538433075,4.059032101631164,,
28500,0.8105483651161194,4.085371603488922,,
29000,0.6928315162658691,4.203087983131408,,
29500,0.7837188839912415,4.1122009806632995,,
30000,0.9004902243614197,3.995428780555725,,
30000,,,4.254592294692993,0.6413275051116943
30500,0.8077627420425415,4.088157354831695,,
31000,0.720850944519043,4.17506868648529,,
31500,0.9146949052810669,3.9812251353263854,,
32000,0.8832377195358276,4.012682279109955,,
32500,0.835914671421051,4.060005143642425,,
33000,0.9196045398712158,3.976315257549286,,
33500,0.9254862666130066,3.970433331489563,,
34000,0.7716565132141113,4.12426304769516,,
34500,0.8700727820396423,4.02584788942337,,
35000,0.9270522594451904,3.968867311954498,,
35000,,,3.9585508096218107,0.9373689901828766
35500,0.855806827545166,4.04011278295517,,
36000,0.8928802013397217,4.003039710521698,,
36500,0.8415313959121704,4.054388465404511,,
37000,0.8161708116531372,4.079749258041382,,
37500,0.8102002143859863,4.085719204902649,,
38000,0.8735489845275879,4.022370812892913,,
38500,0.8594521284103394,4.036467477798462,,
39000,0.923952579498291,3.971967272758484,,
39500,0.8303558826446533,4.065563850879669,,
40000,0.8814589381217957,4.01446125125885,,
40000,,,3.865206067562103,1.0307137322425843
40500,0.8280853033065796,4.067834432601929,,
41000,0.8330550789833069,4.062864763736725,,
41500,0.7666528224945068,4.129266968727112,,
42000,0.7516821622848511,4.1442376298904415,,
42500,0.8802570104598999,4.015662420272827,,
43000,0.7664872407913208,4.129432399272918,,
43500,0.8490495681762695,4.046870242595673,,
44000,0.8660760521888733,4.029843455314636,,
44500,0.7808338403701782,4.115085937976837,,
45000,0.8536191582679749,4.0423010053634645,,
45000,,,3.956695319414139,0.9392244803905487
45500,0.8096204400062561,4.086299792766571,,
46000,0.8291450142860413,4.066774940013885,,
46500,0.8081926107406616,4.087727133274078,,
47000,0.7679374814033508,4.127981873989105,,
47500,0.5772661566734314,4.318653561115265,,
48000,0.6518995761871338,4.244020341873169,,
48500,0.8557542562484741,4.040165956020355,,
49000,0.8486754298210144,4.047243885993957,,
49500,0.7023369669914246,4.193582893848419,,
50000,0.8517650365829468,4.044154629707337,,
50000,,,4.131519224643707,0.7644005751609803
|