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[RLlib] Fix large batch size for synchronous algos after EnvRunner failures. #47356

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sven1977
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@sven1977 sven1977 commented Aug 27, 2024

Fix large batch size for synchronous algos after EnvRunner failures.

  • Make sure the to-be-collected batch size in a call to synchronous_parallel_sample are not exceeding too much the desired batch size only b/c of an EnvRunner failure and a repetition of the sample() call to all still-healthy remaining workers.
  • Enhance node-failure tests and cover new API stack.

Why are these changes needed?

Related issue number

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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 <svenmika1977@gmail.com>
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LGTM. Tricky situation.

self.assertEqual(ppo.env_runner_group.num_healthy_remote_workers(), 6)
self.assertEqual(ppo.env_runner_group.num_remote_workers(), 6)
self.assertGreaterEqual(avg_batch, config.total_train_batch_size)
self.assertLess(
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Nice!

@sven1977 sven1977 enabled auto-merge (squash) August 27, 2024 19:43
@github-actions github-actions bot added the go add ONLY when ready to merge, run all tests label Aug 27, 2024
@sven1977 sven1977 merged commit c67fb76 into ray-project:master Aug 27, 2024
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@sven1977 sven1977 deleted the fix_wrong_batch_size_for_synchronous_sampling_on_env_runner_failures branch August 30, 2024 11:10
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2 participants