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Changes in DEP-RL library after myosuite Update
After the last myosuite Update, the Tutorials for training a new policy for MyoSuite locomotion in MyoLeg, and i'm thinking in all other environments, there are a few changes needed to be performed so it can work fine:
Reproduce the Issue: Install Myosuite. Prepare Tutorial based on the following: https://myosuite.readthedocs.io/en/latest/tutorials.html "DEP-RL baselines" And Training file with the following: https://deprl.readthedocs.io/en/latest/loading_checkpoints.html#continuing-training-with-deprl
A new environment is required to be registered in init file in site-packages/deprl/
Afterwards, two error pops out:
Expected float and received Double.
Which can be solved by modifying every torch and arrays of the type float32, and changing them to "double" in the following files inside: deprl/custom_distributed
Then, an issue with compatibility with the new gym update appears, since "step" and "reset" returns 5 values, instead of 4.
We need to change the following in the file: deprl/env_wrappers/wrappers
From:
def step(self, action):
try:
observation, reward, done, info= self._inner_step(action)
...
def reset(self, **kwargs):
observation = super().reset(**kwargs)
To
def step(self, action):
try:
observation, reward, done, info, extras = self._inner_step(action)
def reset(self, **kwargs):
observation, *_ = super().reset(**kwargs)
After these changes, the repository works correctly with different environments.