6 Commits

Author SHA1 Message Date
Jiayi Weng
2a9c9289e5
rename save_fn to save_best_fn to avoid ambiguity (#575)
This PR also introduces `tianshou.utils.deprecation` for a unified deprecation wrapper.
2022-03-22 04:29:27 +08:00
Jose Antonio Martin H
10d919052b
Add Trainers as generators (#559)
The new proposed feature is to have trainers as generators.
The usage pattern is:

```python
trainer = OnPolicyTrainer(...)
for epoch, epoch_stat, info in trainer:
    print(f"Epoch: {epoch}")
    print(epoch_stat)
    print(info)
    do_something_with_policy()
    query_something_about_policy()
    make_a_plot_with(epoch_stat)
    display(info)
```

- epoch int: the epoch number
- epoch_stat dict: a large collection of metrics of the current epoch, including stat
- info dict: the usual dict out of the non-generator version of the trainer

You can even iterate on several different trainers at the same time:

```python
trainer1 = OnPolicyTrainer(...)
trainer2 = OnPolicyTrainer(...)
for result1, result2, ... in zip(trainer1, trainer2, ...):
    compare_results(result1, result2, ...)
```

Co-authored-by: Jiayi Weng <trinkle23897@gmail.com>
2022-03-18 00:26:14 +08:00
Anas BELFADIL
d976a5aa91
Fixed hardcoded reward_treshold (#548) 2022-03-04 10:35:39 +08:00
Chengqi Duan
23fbc3b712
upgrade gym version to >=0.21, fix related CI and update examples/atari (#534)
Co-authored-by: Jiayi Weng <trinkle23897@gmail.com>
2022-02-25 07:40:33 +08:00
Jiayi Weng
3d697aa4c6
make unit test faster (#522)
* test cache expert data in offline training

* faster cql test

* faster tests

* use dummy

* test ray dependency
2022-02-09 00:24:52 +08:00
Bernard Tan
bc53ead273
Implement CQLPolicy and offline_cql example (#506) 2022-01-16 05:30:21 +08:00