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This repository has been archived by the owner on Sep 1, 2024. It is now read-only.

Releases: facebookresearch/mbrl-lib

v0.2.0

29 Mar 19:20
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What's Changed

New Contributors

Full Changelog: v0.1.4...v0.2.0

v0.1.5

14 Jan 17:13
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  • Fixes important bug in v0.1.4 that was causing PETS to break.
  • Model.reset() and Model.sample() signature has changed. They no longer receive
    TransitionBatch objects, and they both return a dictionary of strings to tensors
    representing a model state that should be passed to sample() to simulate
    transitions. This dictionary can contain things like previous actions, predicted
    observation, latent states, beliefs, and any other such quantity that the model
    need to maintain to simulate trajectories when using ModelEnv.
  • Ensemble class and sub-classes are assumed to operate on 1-D models.

v0.1.4

27 Sep 20:34
07bb5e5
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This version adds two new optimizers for CEM:

  • Improved CEM as described here.
  • MPPI as used in PDDM.
  • Changed config structure so that action optimizer is passed as another config file.
  • Added a new iterator for sequences that returns a fixed number of random batches in every loop.

v0.1.3

24 Jul 04:06
2af0cf1
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This version changes the Model API so that loss, eval_score and update methods return a metadata dictionary that can be used for logging. It also adds the option to use double precision for normalization.

v0.1.2

19 Jul 17:50
cdadf5d
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This version adds a training browser to the diagnostics folder, and a new buffer iterator for batches of sequences of transitions.

First PyPi version

07 May 14:32
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Merge pull request #82 from facebookresearch/pypi

Refactored to upload to pypi

Initial release

20 Apr 04:33
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v0.1.0

Initial commit