fix: add truncation warning to TRL generate paths#242
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Add a truncation check after both generation paths (Outlines constrained and HF unconstrained) in generate_fn. When the output length reaches max_new_tokens - 1, a warning is logged suggesting to increase max_new_tokens or enable constrained_decoding. This helps diagnose cases where the model generates excessively long reasoning that gets cut off before producing a parseable action. Also replaced the tautological truncation tests in test_trl_robustness.py (which reimplemented the check logic inline) with tests that exercise the actual generate_fn code path by calling it through the rollout function with mocked torch and model.generate. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
abrichr
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Mar 29, 2026
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Summary
generate_fninsidemake_waa_rollout_func. When output length reachesmax_new_tokens - 1, a warning is logged suggesting to increasemax_new_tokensor enableconstrained_decoding.test_trl_robustness.py(which reimplemented the check logic inline in the mock) with tests that exercise the actualgenerate_fncode path by calling it through the rollout function with mockedtorchandmodel.generate.Test plan
test_truncation_warning_logged_hf_path— verifies warning fires when completion hits max_new_tokenstest_no_truncation_warning_when_short— verifies no warning for short completionstest_trl_robustness.pyandtest_trl_rollout.pypass🤖 Generated with Claude Code