unsloth/studio/backend/core
Daniel Han 734cec9e7a
Studio STT: only load safetensors weights for custom dictation models (RCE fix) (#7364)
* Studio STT: only load safetensors weights for custom dictation models

The STT sidecar accepts arbitrary Hugging Face owner/model repos for
custom dictation models and, when safetensors were absent, downloaded
and loaded pytorch_model.bin through WhisperForConditionalGeneration
.from_pretrained. PyTorch checkpoints are pickles that execute code
during deserialization, and this path does not run the malware gate the
normal model loader applies, so an authenticated client on an exposed
Studio instance could load a crafted Whisper-looking repo and run code
in the backend.

Restrict custom STT repos to safetensors: the snapshot selector no
longer falls back to pytorch_model.bin(.index.json), the cached-snapshot
completeness check ignores pickle weights, and the load forces
use_safetensors so a stray cached pickle still cannot execute. The five
curated Whisper defaults already ship safetensors only, so this changes
nothing for the built-in models.

* STT: reject safetensors indexes that reference non-safetensors shards

A safetensors index (model.safetensors.index.json) is attacker-supplied
JSON and can name pytorch_model-*.bin shards in its weight_map.
Transformers dispatches shard loading per file by extension, so those
.bin shards still load through torch.load (pickle) even with
use_safetensors set. Require every weight_map value to end in
.safetensors in both the snapshot selector and the completeness check so
no pickle shard is downloaded or reused.
2026-07-23 03:15:45 -07:00
..
data_recipe Studio: add configurable model download location (#7274) 2026-07-23 01:34:38 -07:00
export Studio: add configurable model download location (#7274) 2026-07-23 01:34:38 -07:00
inference Studio STT: only load safetensors weights for custom dictation models (RCE fix) (#7364) 2026-07-23 03:15:45 -07:00
rag Studio: add configurable model download location (#7274) 2026-07-23 01:34:38 -07:00
training Studio: add local speech-to-text dictation engine (#7095) 2026-07-23 01:39:03 -07:00
__init__.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
_torchao_stub.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
import_guards.py Studio: self-heal unsloth namespace shadows; clearer failed-load messages (#6532) 2026-06-21 22:43:31 -07:00
tool_healing.py Studio: Inkling support fixes (#7153) 2026-07-15 11:22:38 -07:00