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[RLlib] Add Humanoid + SAC tuned_example script. #47279

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merged 4 commits into from
Aug 22, 2024

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sven1977
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@sven1977 sven1977 commented Aug 22, 2024

Add Humanoid + SAC tuned_example script.

Not fully tuned yet, but this setup already learns up to 1200 return (in 10h on single GPU with SAC). Probably just needs to run longer for even better results.

Just wanted to lock this in already as a milestone.

Why are these changes needed?

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  • I've signed off every commit(by using the -s flag, i.e., git commit -s) in this PR.
  • I've run scripts/format.sh to lint the changes in this PR.
  • I've included any doc changes needed for https://docs.ray.io/en/master/.
    • I've added any new APIs to the API Reference. For example, if I added a
      method in Tune, I've added it in doc/source/tune/api/ under the
      corresponding .rst file.
  • I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
  • Testing Strategy
    • Unit tests
    • Release tests
    • This PR is not tested :(

Signed-off-by: sven1977 <[email protected]>
Signed-off-by: sven1977 <[email protected]>
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LGTM. Please check the learning rates and my comment.

.environment("Humanoid-v4")
.training(
initial_alpha=1.001,
lr=0.00005,
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I wonder how this can run with a learning rate not None? The new PR is merged and requires lr=None in the new stack. Instead actor_lr, critic_lr, and alpha_lr can be used.

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True, let me double check ...

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Great catch! I must have still run it on the old master (before we merged that PR).

Fixed.

@sven1977 sven1977 enabled auto-merge (squash) August 22, 2024 16:10
@github-actions github-actions bot added the go add ONLY when ready to merge, run all tests label Aug 22, 2024
@sven1977 sven1977 merged commit 43ba9b9 into ray-project:master Aug 22, 2024
6 of 7 checks passed
@sven1977 sven1977 deleted the add_sac_humanoid_tuned_example branch August 22, 2024 19:50
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2 participants