RLlib

Steps to contribute to RLlib Offline RL Checkpointing, Restoring Repeated observation space Debugging and performance tuning Ray Tune stopping condition & comparisons Configure Algorithm, Training, Evaluation, Scaling

Topic	Replies	Views	Activity
RLlib beginners tutorial at this year's Ray Summit (June 22nd-24th)! RLlib	11	1505	June 29, 2021
How to pretrain a model with behavior cloning RLlib	14	4810	December 5, 2023
RLLIB not working with Tune with sample batch input RLlib	25	2412	October 4, 2022
ValueError: Expected parameter logits (...) to satisfy the constraint IndependentConstraint(Real(), 1) RLlib	37	8202	October 31, 2023
_winapi.CreateProcess(executable, args, FileNotFoundError: [WinError 2] RLlib	9	15278	May 14, 2022
RLlib Office Hours - Now open for signup RLlib	13	1287	June 2, 2022
[RLlib] Impossible actions RLlib	12	3966	May 11, 2022
Ray for Rapberry Pi, is possible? RLlib	30	4053	February 23, 2021
Observation_space not provided in PolicySpec RLlib	21	6820	February 7, 2023
[RLlib] Visualise custom environment RLlib	18	3864	March 30, 2021
Multi-Agent Training with Different Algorithms RLlib	24	2979	October 11, 2022
Reproducible training - setting seeds for all workers / environments RLlib	20	5700	May 24, 2023
Help debugging a memory leak in rllib RLlib	21	3679	September 25, 2022
Resume=True fails without useful error message RLlib	31	3000	September 26, 2022
Issues reproducing stable-baselines3 PPO performance with rllib RLlib	14	2233	March 16, 2022
Board game self-play PPO RLlib	15	3635	May 4, 2021
Compute_actions for Trajectory API RLlib	11	2352	February 10, 2022
Issue creating custom action mask enviorment RLlib	14	2075	October 11, 2023
Deploying a learned policy under "explore=False / True" RLlib	9	1293	March 17, 2022
RNN L2 weights regularization RLlib	41	1966	July 5, 2021
Use Policy_Trainer with TensorBoard RLlib	33	2125	November 13, 2021
Issue with custom LSTMs RLlib	34	2063	February 26, 2023
RLlib, PyTorch and Mac M1 GPUs: No available node types can fulfill resource request RLlib	11	3473	February 29, 2024
Meaning of episode_reward_mean RLlib	10	3601	September 21, 2023
Unable to restore fully trained checkpoint RLlib	19	2667	October 21, 2023
Is any multi discrete action example for PPO or other algorithms? RLlib	9	3761	January 29, 2023
Observation space with multiple input RLlib	15	2823	December 10, 2021
Missing 'grad_gnorm' key in some `input_trees` after some training time RLlib	23	2141	January 29, 2023
How do I set GPU affinity of workers RLlib	17	2388	April 23, 2021
Apply preprocessor in custom model RLlib	19	2193	May 13, 2024
How to define fcnet_hiddens size and number of layers in rllib tune? RLlib	18	2218	January 19, 2023
RLLib Multiagent: Load only one policy from checkpoint & Compatibility of RLLib/Tune Checkpoints RLlib	9	3043	November 24, 2021
Compute/display actions from ray.tune RLlib	10	1631	March 30, 2021
Best way to have custom value state + LSTM RLlib	9	2916	April 10, 2022
Very slow gradient descent on remote workers RLlib	14	2368	June 8, 2021
Stacking callback objects [Solved. Code included.] RLlib	12	1369	April 30, 2021
Accessing info dicts in postprocessing callback RLlib	10	1367	January 11, 2021
Right way to use tuple action space RLlib	9	1419	September 24, 2021
Custom RNN Model with Examples - why do they fail? RLlib	11	2265	May 5, 2022
Maximum recommended reward RLlib	18	1743	July 14, 2022
Global optima with centralized critic (basic understanding) RLlib	10	2234	April 10, 2021
How to log Render to tensorboard? RLlib	9	2326	July 22, 2021
[Bug] Env must be one of the supported types: BaseEnv, gym.Env, MultiAgentEnv, VectorEnv, RemoteBaseEnv RLlib	10	2145	March 2, 2023
PPO trainer eating up memory RLlib	9	2223	April 2, 2021
Error when running on GPU RLlib	9	2155	February 23, 2022
Error with torch policy and ray.get_gpu_ids on Windows RLlib	9	1206	July 30, 2021
RLlib's PolicyServer and external simulator as client RLlib	15	1686	April 12, 2021
Playing the QMIX Two-step game on Ray RLlib	11	1856	October 18, 2022
Get agent ID in multi-agent setting RLlib	16	1559	October 5, 2021
Reward function not converging during training RLlib	14	1568	July 11, 2022