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## BitFlip Environment | |
A simple environment to flip a 01 sequence into a specific state. With the bits number increasing, the task becomes harder. | |
Well suited for testing Hindsight Experience Replay. | |
## DI-engine's HER on BitFlip | |
The table shows how many envsteps are needed at least to converge for PureDQN and HER-DQN implemented in DI-engine. '-' means no convergence in 20M envsteps. | |
| n_bit | PureDQN | HER-DQN | | |
| ------ | ------- | ------- | | |
| 15 | - | 150K | | |
| 20 | - | 1.5M | | |
DI-engine's HER-DQN can converge | |
You can refer to the RL algorithm doc for implementation and experiment details. | |