unsloth/studio/backend/core/inference
danielhanchen 8384cea660 Harden sandbox: fail closed on unvetted FunctionType code objects, subscript-stored exec aliases, and workdir deserializers; only treat shell keywords as separators at command position
Close three bypasses and one false positive Codex found on the round-43 branch:

- types.FunctionType() of an unvetted code object: the gadget was only flagged
  when its first arg was a compile() result, so a code object from any other
  producer (codeop.compile_command(), a loader's get_code(), or an opaque
  name) ran source the recursive eval/exec analysis never saw. Replace the
  compile-only denylist with an allowlist: FunctionType is allowed only when
  its first arg is an ordinary in-source function's code object
  (fn.__code__ / meth.__func__), whose body is analyzed normally, and fails
  closed for everything else. Robust against new producers instead of chasing
  each one.

- subscript-stored exec alias: storing a dynamic-exec builtin into a container
  element (d['e'] = exec; d['e'](payload)) hid the sink from the name /
  attribute call checks -- the alias tracker only followed plain-name targets
  -- so the later subscript call ran an unreviewed payload. Flag the store
  itself: there is no benign reason to stash exec / eval / compile / __import__
  in a container slot.

- deserializer in an imported workdir module: the module import vetter (the
  only scan of a helper .py the user wrote) checked shell / eval / import /
  network sinks but not deserializers, so a helper calling pickle.loads on
  bytes whose reducer runs posix.system spawned an unguarded child. Refuse a
  workdir module that calls a reduce-executing deserializer (pickle / marshal /
  dill / cloudpickle / jsonpickle load / loads / Unpickler / decode) or binds
  one via from-import. json / importing pickle for dumps stay allowed.

- false positive: shell keywords as separators regardless of position. if /
  while / until (and then / do / else / elif) were treated as command
  separators everywhere, so `echo if touch` was rejected as if `touch` ran even
  though it is just data passed to echo. Only reset command position for these
  keywords when they appear AT command position (the compound-statement
  header); real separators (; | && ...) still reset everywhere, so
  `if touch x; then :; fi` stays blocked.

Regression coverage: TestRound44Bypasses in tests/test_sandbox_tools.py
(FunctionType of codeop / loader / producer code objects blocked while
fn.__code__ stays allowed; subscript-stored exec / eval / compile blocked while
a benign container store is allowed; `echo if touch` allowed while the compound
headers stay blocked) and two workdir-module vetter cases in
tests/test_sandbox_runtime_backstop.py (pickle.loads reduce payload denied,
json.loads still allowed).
2026-07-10 17:17:32 +00:00
..
__init__.py Studio: stop chat generation on the assistant-turn-end token (fixes Qwen3.5 loop) (#6804) 2026-07-06 10:07:56 -07:00
_html_to_md.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
_vulkan_probe.py Studio: add Vulkan llama.cpp support (#5819) 2026-07-09 03:39:48 -07:00
anthropic_compat.py Studio: stream reasoning tokens in the tool-loop generator (fixes DeepSeek thinking not streaming with a pill on) (#6947) 2026-07-07 19:50:40 -03:00
api_monitor.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
audio_codecs.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
chat_eos.py Studio: stop chat generation on the assistant-turn-end token (fixes Qwen3.5 loop) (#6804) 2026-07-06 10:07:56 -07:00
chat_template_helpers.py Studio: render thinking blocks for safetensors inference with prefilled <think> templates (#6816) 2026-07-08 08:14:03 -07:00
chat_templates.py Studio: bundle Gemma 4 chat templates (E2B/E4B + larger) and auto-apply to unsloth/gemma-4-*-GGUF (#6245) 2026-06-12 05:49:39 -07:00
defaults.py Add DeepSeek-V4-Flash-GGUF to Studio with none/high/max reasoning (#6908) 2026-07-07 06:13:43 -07:00
external_provider.py Studio: harden background consumer loops and streaming paths against silent UI freezes (#6653) 2026-06-26 03:31:33 -07:00
inference.py Studio: render thinking blocks for safetensors inference with prefilled <think> templates (#6816) 2026-07-08 08:14:03 -07:00
key_exchange.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
llama_cpp.py Studio: add Vulkan llama.cpp support (#5819) 2026-07-09 03:39:48 -07:00
llama_http.py fix(studio/llama_cpp): disable trust_env on the loopback health probe (#6750) (#6752) 2026-06-30 19:09:26 +02:00
llama_keepwarm.py Studio: opt-in OpenAI /v1 model auto-switch and idle keep-warm (#6392) 2026-07-01 06:42:23 -07:00
llama_server_args.py studio: return a clean model id from the OpenAI API instead of the local .gguf path (#6518) 2026-06-26 16:07:53 -03:00
llama_stats.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
local_model_resolver.py Studio: opt-in OpenAI /v1 model auto-switch and idle keep-warm (#6392) 2026-07-01 06:42:23 -07:00
mcp_client.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00
mcp_config_import.py studio: show MCP "Import config" on the add-server form (#6030) 2026-06-11 16:17:22 +01:00
message_content.py fix(studio): handle multimodal list content in inference text paths (#4383) (#6480) 2026-06-23 01:26:11 -07:00
mlx_inference.py Studio: render thinking blocks for safetensors inference with prefilled <think> templates (#6816) 2026-07-08 08:14:03 -07:00
model_ids.py studio: list the full local model catalog from /v1/models (#6519) 2026-06-26 20:42:06 -03:00
orchestrator.py feat(cli): support MLX distributed inference (#6845) 2026-07-08 03:25:39 -07:00
passthrough_healing.py Studio: parse Mistral [TOOL_CALLS] and rehearsal tool-call shapes (#5704) 2026-07-06 18:52:13 -07:00
presence_penalty.py Studio: apply presence_penalty on the safetensors and MLX inference paths (#6923) 2026-07-06 22:24:47 -07:00
pricing.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
providers.py Studio: Add custom provider option to Connections (#6112) 2026-06-12 13:09:35 +02:00
runtime_context.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
safetensors_agentic.py Studio chat: tool-call nudging on by default (API stays opt-in) (#6883) 2026-07-06 19:41:19 -07:00
tensor_fallback.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
tool_call_parser.py Studio chat: tool-call nudging on by default (API stays opt-in) (#6883) 2026-07-06 19:41:19 -07:00
tool_loop_controller.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
tools.py Harden sandbox: fail closed on unvetted FunctionType code objects, subscript-stored exec aliases, and workdir deserializers; only treat shell keywords as separators at command position 2026-07-10 17:17:32 +00:00
worker.py feat(cli): support MLX distributed inference (#6845) 2026-07-08 03:25:39 -07:00