3 Commits

Author SHA1 Message Date
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
Chengqi Duan
d85bc19269
update dqn tutorial and add envpool to docs (#526)
Co-authored-by: Jiayi Weng <trinkle23897@gmail.com>
2022-02-15 06:39:47 +08:00
n+e
fc251ab0b8
bump to v0.4.3 (#432)
* add makefile
* bump version
* add isort and yapf
* update contributing.md
* update PR template
* spelling check
2021-09-03 05:05:04 +08:00