unsloth/unsloth
Daniel Han 5c9a22b816
Fix Gemma3N audio training stride assertion with non-reentrant checkpointing (#4629)
* Fix Gemma3N audio training stride assertion with non-reentrant checkpointing

Gemma3N audio conformer processes variable-length audio tensors
that cause stride mismatches in AOT autograd compiled backward
when non-reentrant gradient checkpointing is used. The error
manifests as:

    AssertionError: expected size 2==2, stride 1928==1936 at dim=0

This happens because the audio conformer's conv/norm layers produce
tensors whose strides vary with audio clip duration, but AOT autograd
traces the backward graph assuming fixed strides from the first batch.

The notebook sets gradient_checkpointing_kwargs={"use_reentrant": False}
and TRL 0.27.0+ also forces this. Both override Unsloth's own
use_reentrant=True set during prepare_model_for_training.

Fix: intercept gradient_checkpointing_enable on Gemma3N models to
always force use_reentrant=True, regardless of what the notebook
or TRL passes.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-03-27 02:53:21 -07:00
..
dataprep Guard optional vLLM imports when extension is broken (#4068) 2026-02-15 22:09:29 -08:00
kernels Revert "Initial changes: Refactor Attention" 2026-03-13 22:38:57 -07:00
models Fix Gemma3N audio training stride assertion with non-reentrant checkpointing (#4629) 2026-03-27 02:53:21 -07:00
optimizers feat: Implement Q-GaLore optimizer and custom embedding learning rate… (#4511) 2026-03-25 01:03:10 -07:00
registry Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" 2025-12-01 07:24:58 -08:00
utils Add check to disable xformers on newer GPUs (#4342) 2026-03-16 22:42:38 -07:00
__init__.py Studio UI 2026-03-17 07:44:54 -07:00
_auto_install.py Add PyTorch 2.10 and xformers 0.0.34 support (#3985) 2026-02-05 05:56:26 -08:00
chat_templates.py Fix regressions from security PRs #4042, #4044, and #4045 (#4062) 2026-02-15 23:16:17 -08:00
device_type.py Conditionally enable 4bit on CDNA for bitsandbytes>=v0.49.2 (#4161) 2026-03-07 01:33:40 -08:00
import_fixes.py Also patch accelerate's is_wandb_available for trl callbacks path (#4148) 2026-03-03 08:28:55 -08:00
ollama_template_mappers.py Refactor Ollama template wiring and harden packing helpers (#3890) 2026-02-09 04:04:48 -08:00
save.py feat: support GGUF export for non-PEFT models + fix venv_t5 switching for local checkpoints (#4455) 2026-03-20 12:13:18 +04:00
tokenizer_utils.py feat(tokenizer): add get_tokenizer_info() diagnostic helper (#4436) 2026-03-25 04:29:01 -07:00
trainer.py feat: Implement Q-GaLore optimizer and custom embedding learning rate… (#4511) 2026-03-25 01:03:10 -07:00