Consolidate to_hf step#4032
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Description
Consolidating the checkpoint conversion back to HF.
Tests
Test command:
bash tests/end_to_end/tpu/gemma3/4b/test_gemma3_to_hf.sh pre-20260529T195819 gs://runner-maxtext-logs/gemma3-4b/train/pre-20260529T195819/checkpoints/4/itemsThe converted HF ckpt is stored in: gs://runner-maxtext-logs/gemma3-4b/to_huggingface/unscanned/pre-20260529T195819/
Checklist
Before submitting this PR, please make sure (put X in square brackets):
gemini-reviewlabel.