unsloth/studio/backend/utils
Daniel Han 1582d2854c
Harden trust_remote_code consent: scan GGUF-only auto_map and drop pre-set TRC defaults (#6478)
* Scan auto_map for GGUF-only repo ids in the consent gate

The trust_remote_code consent gate treated any repo classified GGUF-only
(ships .gguf, no transformers-loadable weight) as having no remote code,
so _config_has_auto_map returned False even when a config declared an
auto_map and the repo shipped the referenced .py. The evaluator then
skipped the scan/fingerprint for that target entirely.

GGUF-inertness is a property of the loader, not the repo. A GGUF
selection loads via llama.cpp, which never reads config.json/auto_map,
and that case is already short-circuited upstream by the caller's
is_gguf check (the inference route skips the remote-code preflight for a
GGUF load). Every path that reaches this helper (export, training,
non-GGUF inference) loads through transformers/Unsloth from_pretrained,
which DOES import auto_map even for a repo that only ships .gguf weights:
the custom module runs before from_pretrained fails on the missing
transformers weights. The export path has no is_gguf guard and passes the
source straight to FastLanguageModel.from_pretrained(trust_remote_code=True),
so the in-helper GGUF skip let a repo with config.json (auto_map) +
modeling_x.py + only a .gguf run unreviewed code during export.

Drop the redundant repo-level GGUF short-circuit (and the now-unused
_is_gguf_repo helper). A direct .gguf file reference stays inert via
_is_direct_gguf_file_ref because that genuinely is a single-file llama.cpp
load; repo ids are always scanned. A GGUF repo whose auto_map ships no .py
still allows via the existing empty-code path, so legitimate GGUF loads
are unaffected (and GGUF inference never reaches this helper at all). Only
a repo that actually contains a .gguf can change behavior here; non-GGUF
repos (safetensors, MLX) are byte-identical before and after.

Update the GGUF auto_map test to expect a scan, and add two regression
tests: a GGUF-only repo shipping auto_map Python is scanned and blocked,
and a transformers-style repo (safetensors / MLX .npz) with auto_map stays
scanned and blocked.

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

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

* Remove trust_remote_code config defaults; consent dialog is the only enabler

trust_remote_code is a per-load decision that must go through the remote-code
consent dialog, which scans the auto_map code and pins the exact version. Two
pre-set paths could still enable it without the user reviewing any code, and the
GGUF consent bypass rode one of them into the export flow:

- 4 model_defaults YAMLs shipped trust_remote_code: true (GLM-4.7-Flash,
  Nemotron-3-Nano-30B-A3B, PaddleOCR-VL, ERNIE-4.5-VL).
- The frontend consent hook silently enabled trust_remote_code on a clean scan
  whenever the caller flagged the model as needing it.

Remove every trust_remote_code key from the model_defaults YAMLs (the loaders
already default to False when the key is absent) and delete the frontend silent
auto-enable, so trust_remote_code is only turned on after the user approves the
scanned code in the dialog.

The three models that genuinely run custom code ship auto_map, which the consent
gate detects on its own via _config_has_auto_map, so the dialog still fires for
them in inference, training, and export (Nemotron is also re-granted by the
trusted-org auto-enable in the workers). GLM-4.7-Flash has no auto_map:
glm4_moe_lite is native in transformers 5.0+ and it loads with
trust_remote_code=False, so its YAML flag was a no-op.

Adds test_yaml_trust_remote_code_removed.py.

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

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

* Drop YAML sections emptied by trust_remote_code removal

Removing trust_remote_code from a model YAML whose section had no other key
left a bare `inference:` header, which PyYAML parses as None;
load_inference_config() then does `model_config.get("inference", {}).get(...)`
and crashes on the None. Drop those now-empty section headers (24 model
defaults, all the `inference:` section) so callers fall back to family/default
inference params, which is the same result those models had before (their only
inference override was trust_remote_code).

Strengthens test_yaml_trust_remote_code_removed.py to forbid any empty/None
top-level section and to load the affected models' inference config end to end.

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

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

* Add sweep asserting every model YAML loads via training + inference paths

Loads all model_defaults YAMLs through load_model_defaults (training) and
load_inference_config (inference) with the exact .get() access patterns the
routes use, so a malformed/None section that crashes either loader is caught.

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

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

* Assert ex-TRC auto_map models still surface the consent dialog

Removing the trust_remote_code YAML default must not suppress the dialog for the
models that genuinely run custom code. The dialog is driven by the repo's auto_map
(via preflight_remote_code_consent_for_targets -> _config_has_auto_map), not the YAML
flag, so Nemotron/PaddleOCR-VL/ERNIE-4.5-VL still require consent; GLM-4.7-Flash (no
auto_map) takes no dialog and loads natively. Mocks only the Hub config + .py reader.

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

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

* Tighten comments in consent-gate changes

* Trim comments to be more succinct

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <michaelhan2050@gmail.com>
2026-06-22 02:10:35 -07:00
..
datasets Studio: training survives a non-writable HF datasets cache (#6148) 2026-06-10 08:22:47 -07:00
hardware Studio: scale export GGUF size estimates from the real model size (#6418) 2026-06-18 05:44:17 -07:00
inference Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
models Studio: show an actionable message when the GGUF runtime is missing (#6327) 2026-06-18 06:00:00 -07:00
paths Studio: fix training output dir escaping outputs root for models on another drive (#6293) 2026-06-13 04:06:17 -07:00
security Harden trust_remote_code consent: scan GGUF-only auto_map and drop pre-set TRC defaults (#6478) 2026-06-22 02:10:35 -07:00
.gitkeep root studio folder 2026-02-02 09:13:49 +00:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_studio_release_build.py Add Studio web update banner and release version display (#5308) 2026-05-11 18:24:01 +04:00
api_errors.py Studio: improve OpenAI- and Anthropic-compatible API spec compliance (#6010) 2026-06-09 17:13:25 +02:00
cache_cleanup.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
cpu_threads.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
downsample.py Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079) 2026-06-08 04:24:13 -07:00
helper_precache_settings.py Studio: make Helper LLM startup pre-cache opt in (#6113) 2026-06-09 15:28:34 +02:00
hf_xet_fallback.py Reap Studio child processes when the parent dies abnormally (#6425) 2026-06-18 05:51:22 -07:00
host_policy.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00
lifespan_shutdown.py Studio: make lifespan shutdown resilient to a dead default executor (#6307) 2026-06-15 22:51:46 -07:00
llama_cpp_freshness.py Studio: stop the llama.cpp update banner flickering and show the download size (#6338) 2026-06-17 21:28:54 -07:00
llama_cpp_update.py Tighten comments for PR #6493 (#6539) 2026-06-21 05:49:07 -07:00
native_path_leases.py Reap Studio child processes when the parent dies abnormally (#6425) 2026-06-18 05:51:22 -07:00
node_runtime.py Studio: use an isolated Node.js for the frontend build instead of replacing the system Node/npm (#6533) 2026-06-21 21:17:29 -07:00
process_lifetime.py Reap Studio child processes when the parent dies abnormally (#6425) 2026-06-18 05:51:22 -07:00
studio_version.py Studio: llama.cpp update banner redesign, About tab license info, UI polish (#6196) 2026-06-11 09:27:34 -07:00
subprocess_compat.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
transformers_version.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
update_status.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
upload_limits.py Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079) 2026-06-08 04:24:13 -07:00
utils.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
wheel_utils.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00