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[Algorithm] IMPALA and VTrace module #1506

Merged
merged 118 commits into from
Nov 23, 2023
Merged

[Algorithm] IMPALA and VTrace module #1506

merged 118 commits into from
Nov 23, 2023

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albertbou92
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Description

This PR adds a VTrace module to be able to run IMPALA (https://arxiv.org/abs/1802.01561)

Motivation and Context

Why is this change required? What problem does it solve?
If it fixes an open issue, please link to the issue here.
You can use the syntax close #15213 if this solves the issue #15213

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  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds core functionality)
  • Breaking change (fix or feature that would cause existing functionality to change)
  • Documentation (update in the documentation)
  • Example (update in the folder of examples)

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  • I have read the CONTRIBUTION guide (required)
  • My change requires a change to the documentation.
  • I have updated the tests accordingly (required for a bug fix or a new feature).
  • I have updated the documentation accordingly.

@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Sep 7, 2023
torchrl/objectives/value/vtrace.py Outdated Show resolved Hide resolved
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@vmoens vmoens added the new algo New algorithm request or PR label Sep 7, 2023
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LGTM, can you edit the unused args?

def forward(
self,
tensordict: TensorDictBase,
*unused_args,
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I don't see them appearing after that, so I would suggest to do

    def forward(
        self,
        tensordict: TensorDictBase,
        *, ...

for this and for GAE.

@vmoens vmoens merged commit b38d4b7 into pytorch:main Nov 23, 2023
52 of 60 checks passed
@vmoens vmoens deleted the vtrace branch November 23, 2023 20:41
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3 participants