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[RLlib] New API stack: On by default for BC/MARWIL/CQL. #48599

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sven1977
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@sven1977 sven1977 commented Nov 6, 2024

New API stack: On by default for BC/MARWIL/CQL.

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
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    • This PR is not tested :(

Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
…api_stack_on_by_default_ppo

Signed-off-by: sven1977 <svenmika1977@gmail.com>

# Conflicts:
#	rllib/utils/exploration/tests/test_curiosity.py
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
…api_stack_on_by_default_ppo

Signed-off-by: sven1977 <svenmika1977@gmail.com>

# Conflicts:
#	doc/source/rllib/doc_code/rllib_in_60s.py
#	rllib/algorithms/tests/test_env_runner_failures.py
#	rllib/utils/exploration/tests/test_curiosity.py
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
…api_stack_on_by_default_ppo

Signed-off-by: sven1977 <svenmika1977@gmail.com>

# Conflicts:
#	rllib/utils/exploration/tests/test_curiosity.py
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
…api_stack_on_by_default_bc_marwil_cql

Signed-off-by: sven1977 <svenmika1977@gmail.com>

# Conflicts:
#	doc/source/rllib/doc_code/rllib_on_ray_readme.py
#	rllib/algorithms/ppo/ppo.py
#	rllib/core/learner/tests/test_learner_group.py
#	rllib/examples/_docs/rllib_on_rllib_readme.py
#	rllib/execution/rollout_ops.py
#	rllib/tuned_examples/bc/cartpole_recording.py
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
…accumulation_of_results_in_algorithm

Signed-off-by: sven1977 <svenmika1977@gmail.com>

# Conflicts:
#	rllib/core/learner/tests/test_learner_group.py
Signed-off-by: sven1977 <svenmika1977@gmail.com>
# `self.api_stack()`
self.enable_rl_module_and_learner = True
self.enable_env_runner_and_connector_v2 = True
self.api_stack(
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We have to call this method here (unfortunately) to make sure a possibly old API stack exploration_config gets properly saved (and then restored if necessary).

Signed-off-by: sven1977 <svenmika1977@gmail.com>
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LGTM. To ensure all offline algos run smoothly, let's put in the following into the configs:

self.dataset_num_iters_per_learner=1 if args.num_learners == 0 else None

@@ -108,19 +108,9 @@ def __init__(self, algo_class=None):

# Changes to Algorithm's/SACConfig's default:

# `.api_stack()`
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Let's put the following in here for the offline algos:

self.dataset_num_iters_per_learner=1 if args.num_learners == 0 else None

Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
@sven1977 sven1977 added rllib RLlib related issues rllib-newstack labels Nov 7, 2024
Signed-off-by: sven1977 <svenmika1977@gmail.com>
@sven1977 sven1977 enabled auto-merge (squash) November 8, 2024 12:09
@github-actions github-actions bot disabled auto-merge November 8, 2024 12:09
@github-actions github-actions bot added the go add ONLY when ready to merge, run all tests label Nov 8, 2024
Signed-off-by: sven1977 <svenmika1977@gmail.com>
Signed-off-by: sven1977 <svenmika1977@gmail.com>
@sven1977 sven1977 enabled auto-merge (squash) November 8, 2024 14:53
@github-actions github-actions bot disabled auto-merge November 8, 2024 14:53
Signed-off-by: sven1977 <svenmika1977@gmail.com>
@sven1977 sven1977 enabled auto-merge (squash) November 10, 2024 15:56
@sven1977 sven1977 added the rllib-oldstack-cleanup Issues related to cleaning up classes, utilities on the old API stack label Nov 10, 2024
@sven1977 sven1977 merged commit 03ea4f6 into ray-project:master Nov 10, 2024
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@sven1977 sven1977 deleted the new_api_stack_on_by_default_bc_marwil_cql branch November 10, 2024 17:12
JP-sDEV pushed a commit to JP-sDEV/ray that referenced this pull request Nov 14, 2024
mohitjain2504 pushed a commit to mohitjain2504/ray that referenced this pull request Nov 15, 2024
…48599)

Signed-off-by: mohitjain2504 <mohit.jain@dream11.com>
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