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[LLADA2] Fix llada2 review #13598 - #13698
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Fixes the six in-scope issues raised in the llada2 model/pipeline review: 1. Carry tokenizer `attention_mask` through `_prepare_input_ids` and add an `attention_mask` arg to `__call__` for pre-tokenized inputs. The runtime mask now reflects prompt padding and zeros out the block-aligned tail past `prompt_length + gen_length` instead of treating those positions as valid context. 2. Thread the per-call `block_length` into `BlockRefinementScheduler.set_timesteps` so the transfer schedule matches the requested block size (previously the scheduler only read its constructor default). 3. Drop `x0`/`x0_p`/`confidence` from `_callback_tensor_inputs` (never bound locals) and bind `sampled_tokens`, `sampled_probs`, `editing_transfer_index`, `active_block` so all advertised callback keys resolve. 4. Allow EOS exactly at index `prompt_length` (the first generated position) to mark a row finished. 5. Freeze rows that have already emitted EOS so subsequent block refinement doesn't extend them, and trim per-row at decode (previously gated on batch_size==1) so post-EOS positions don't leak into decoded text. 6. Stop calling `self.set_progress_bar_config(...)` from inside `__call__`; build a local config dict for the inner block bar so user-supplied flags (in particular `disable=True`) survive the call. Adds regression tests pinning each of the six fixes.
HuggingFaceDocBuilderDev
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May 8, 2026
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dg845
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May 16, 2026
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dg845
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May 16, 2026
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What does this PR do?
Fix the issues raised in #13598
Fixes#13598
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