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NVIDIA-NeMo
RL
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feat(sc): enable single-controller dynamic sampling
- #4588
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RayenTian
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feat(sc): enable single-controller dynamic sampling
#4588
RayenTian
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NVIDIA-NeMo/RL:main
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ruit/dapo_dynamic_sampling_sc
NVIDIA-NeMo/RL:ruit/dapo_dynamic_sampling_sc
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Commits on Oct 29, 2026
feat: enable single-controller dynamic sampling and handle unsigned expert IDs
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fix: apply zero-variance filtering on the token-capture path
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feat(single-controller): log per-step reward before dynamic sampling
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test(single-controller): cover dynamic sampling validation and filtering, update docs
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fix(single-controller): remove dropped zero-variance groups from the replay buffer
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fix: correct dynamic-sampling validation messages and train_pump test mock
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refactor(single-controller): drop reward swap; gate replacement on sampler capability
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test(single-controller): give test fakes the dynamic-sampling manager API
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test: pin the zero_variance field on FinalizedGroup in the RPC field inventory
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fix(single-controller): reject PPO dynamic sampling and reset drop counter on zero-variance drops
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feat(sc): give dynamic sampling its own replacement budget
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fix(sc): correct the dynamic-sampling budget guidance and close its gaps
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fix: repair the uint16 overflow test and the dynamic-sampling doc list
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docs: document the FILTERED outcome in generate_and_push
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feat(sc): warn when the dynamic-sampling spare pool is under one batch
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fix(sc): repair the short-step error fixture and the spare-pool guidance
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Commits on Oct 30, 2026
Merge origin/main into ruit/dapo_dynamic_sampling_sc
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fix(sc): forward replacement_index in the recovery hook and tidy the pool guidance
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Merge branch 'main' into ruit/dapo_dynamic_sampling_sc
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