unsloth/studio
Daniel Han 2c73ab7871
fix(studio): harden sandbox security for terminal and python tools (#4827)
* fix(studio): harden sandbox security for terminal and python tools

The existing command blocklist used naive str.split() which is trivially
bypassable via quoting, full paths, nested shells, variable expansion,
and cross-tool pivoting through Python os.system/subprocess. Fixes #4818.

Changes:
- Replace str.split() blocklist with shlex.split() + os.path.basename()
  tokenization and regex scanning at shell command boundaries
- Add sanitized subprocess environment (_build_safe_env) that strips
  credentials (HF_TOKEN, WANDB_API_KEY, GH_TOKEN, AWS_*, etc.) and
  restricts PATH to /usr/local/bin:/usr/bin:/bin
- Add PR_SET_NO_NEW_PRIVS via prctl on Linux so sudo/su/pkexec fail
  at the kernel level regardless of how they are invoked
- Add RLIMIT_NPROC (256) and RLIMIT_FSIZE (100MB) to prevent fork
  bombs and disk filling attacks
- Extend AST safety checker to detect os.system(), os.popen(),
  subprocess.run/Popen/call/check_output, os.exec*, os.spawn* calls
  containing blocked commands or dynamic (non-literal) arguments
- Add cross-platform support: cmd.exe on Windows, bash on Unix;
  CREATE_NO_WINDOW flag on Windows, preexec_fn on Unix
- Expand blocklist from 7 to 14 commands: add su, chown, passwd,
  mount, umount, fdisk, kill, killall, pkill
- Apply all layers to both _bash_exec and _python_exec

Zero measurable performance overhead -- shlex parsing and a single
prctl syscall per subprocess fork.

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* Fix review findings: exception_catching dead code, false positives, process substitution

- Include exception_catching reasons in _check_code_safety so bare
  except-in-loop timeout evasion is actually blocked (was computed in
  _check_signal_escape_patterns but never read by the caller)
- Remove base.split() inner loop that caused false positives on quoted
  text arguments containing blocked words (e.g. echo "kill this process")
- Add targeted nested shell detection for bash/sh/zsh -c arguments
  instead, which catches bash -c 'sudo whoami' without false positives
- Add <() process substitution to the regex character class so
  diff <(rm -rf /path) is also caught
- Fix error message to say "unsafe patterns" instead of specifically
  mentioning signal manipulation when other categories trigger

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* Address review feedback: regex paths, keyword args, list element scanning

- Regex now matches blocked commands after optional path prefix at shell
  boundaries (catches ls; /usr/bin/sudo and similar)
- Nested shell detection uses os.path.basename so bash -c "/bin/rm" is
  caught
- AST checker now inspects keyword arguments (not just positional) so
  subprocess.run(args="sudo ...", shell=True) is detected
- List elements in subprocess calls are now checked via
  _find_blocked_commands for consistency (catches subprocess.run(["bash",
  "-c", "rm -rf /"]))
- Dynamic argument check uses _is_safe_literal that validates list
  contents are all string literals

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* Fix nested shell scan to only check the script body, not positional args

bash -c 'script' arg0 arg1 -- only tokens[i+1] is the script body;
subsequent tokens are $0, $1 positional parameters passed to the script
and are not executed as shell commands. Scanning all remaining tokens
caused false positives.

* Add subshell parentheses to regex command boundary detection

(sudo whoami) was not caught because ( was not in the regex character
class for shell command boundaries. Add ( to the set alongside ;, &,
|, backtick, newline.

* Address high-priority review findings from 7 parallel reviewers

- Track from-imports of dangerous functions (from os import system,
  from subprocess import run as r, etc.) via shell_exec_aliases dict
  so bare-name calls are detected by the AST checker
- Include the active Python interpreter and virtualenv directories
  in the sanitized PATH so pip, uv, and Studio packages remain
  accessible in the sandbox
- Add Windows-specific blocked commands (rmdir, takeown, icacls,
  runas, powershell, pwsh) only on win32 platform
- Add os.posix_spawn and os.posix_spawnp to _SHELL_EXEC_FUNCS
- Handle tuple literals same as list literals in AST argument
  inspection (both _extract_strings_from_list and _is_safe_literal)

* Fix false positive on check=True kwargs and recursive nested shell scanning

- Only inspect command-carrying keyword arguments (args, command,
  executable, path, file) in the AST checker, not control flags like
  check=True, text=True, capture_output=True which are booleans and
  were incorrectly flagged as non-literal dynamic arguments
- Replace split() in nested shell detection with recursive call to
  _find_blocked_commands so that quoted commands (bash -c '"sudo"
  whoami') and semicolons (bash -c "sudo;ls") within nested shells
  are properly detected through the full shlex + regex pipeline

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* Move preexec_fn imports to module level and use find_library for libc

Addresses two Gemini review findings:

1. preexec_fn thread safety: _sandbox_preexec previously imported ctypes
   and resource inside the function body, which runs between fork() and
   exec() in the child process. In a multi-threaded server, this could
   deadlock if the import machinery locks were held by another thread at
   fork time. Now all imports and the libc handle are resolved once at
   module load time, so _sandbox_preexec only calls C-level functions
   (prctl, setrlimit) with no Python import activity.

2. Hardcoded libc.so.6 path: replaced with ctypes.util.find_library("c")
   which works on glibc (libc.so.6), musl (libc.musl-*.so.1), and other
   Linux distributions where libc has a different soname.

* Apply Gemini style suggestions: combined regex, dict.fromkeys, constant hoisting

- Combine per-word regex loop into a single re.findall with alternation
  pattern, avoiding repeated regex compilation and searching
- Replace manual dedup loop with dict.fromkeys for PATH entries
- Hoist _CMD_KWARGS frozenset out of visit_Call to avoid recreating it
  on every AST node visit

* Add cmd /c nested shell detection for Windows parity

The nested shell scan only checked for Unix shells (bash -c, sh -c, etc).
Add cmd /c and cmd.exe /c detection so that Windows nested shell
invocations are also recursively scanned for blocked commands. The token
scan already catches blocked commands at any position, so this is
defense-in-depth for consistency across platforms.

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* Handle combined shell flags (-lc, -xc) and interleaved flags (--login -c)

The nested shell scan only matched token == "-c" with the immediately
preceding token being a shell name. This missed:
- Combined flags: bash -lc 'rm ...' (-lc ends with c, is a valid
  combined flag meaning -l -c)
- Interleaved flags: bash --login -c 'sudo ...' (--login sits between
  bash and -c)

Now matches any short flag ending in 'c' (e.g. -lc, -xc, -ic) and
walks backwards past intermediate flags to find the shell binary.

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* Fix /bin/bash bypass, remove RLIMIT_NPROC, reduce AST false positives

Addresses three high-consensus findings from 20-reviewer pass:

1. /bin/bash -c 'sudo whoami' bypassed nested shell scan because the
   backwards flag-skip logic treated paths starting with / as flags.
   Now only skips tokens starting with - as Unix flags; on Windows
   only skips short /X flags (not /bin/bash style paths). [9/20]

2. RLIMIT_NPROC=256 caused subprocess.run to fail with EAGAIN because
   Linux enforces NPROC per real UID, not per process tree. Removed
   RLIMIT_NPROC entirely; RLIMIT_FSIZE and PR_SET_NO_NEW_PRIVS remain
   as the primary resource and privilege controls. [5/20]

3. AST checker rejected safe dynamic subprocess usage like
   cmd=["git","status"]; subprocess.run(cmd) as shell_escape_dynamic.
   Now only flags dynamic args for shell-string functions (os.system,
   os.popen, subprocess.getoutput, etc.) or when shell=True is
   explicitly set. List-based subprocess calls with shell=False (the
   default) do not pass through a shell and are not flagged. [12/20]

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* Handle Windows drive letter paths and .exe extensions in command detection

Gemini review found that Windows absolute paths (C:\Windows\System32\
shutdown.exe) and executable extensions (.exe, .com, .bat, .cmd) were
not handled:

- Token scan now strips .exe/.com/.bat/.cmd extensions before checking
  the blocklist, so sudo.exe matches sudo, shutdown.bat matches shutdown
- Regex pattern now includes optional Windows drive letter prefix
  ([a-zA-Z]:[/\\]) and optional executable extension suffix, so commands
  after shell metacharacters with full Windows paths are also caught

* Handle **kwargs dict expansion, non-literal shell=, and except Exception false positive

Addresses three findings from second 20-reviewer pass:

1. **kwargs dict expansion (9/20): subprocess.run(**{"args": "rm ...",
   "shell": True}) bypassed the AST checker because **kwargs were
   treated as opaque. Now expands literal dict **kwargs to inspect
   their keys, and flags opaque **kwargs (variable dicts) as unsafe.

2. Non-literal shell= values (7/20): shell=variable was treated as
   shell=False (safe). Now any shell= value that is not literally
   False is treated as potentially True (conservative default).

3. except Exception false positive (1/20): except Exception in a loop
   was flagged as timeout evasion, but Exception does not catch
   SystemExit or KeyboardInterrupt which are used for timeout
   enforcement. Narrowed to only flag except BaseException and
   except TimeoutError in loops.

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-04-03 13:33:42 -07:00
..
backend fix(studio): harden sandbox security for terminal and python tools (#4827) 2026-04-03 13:33:42 -07:00
frontend fix(studio): ensure first chat tool call starts in session sandbox (#4810) 2026-04-03 11:44:22 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
install_llama_prebuilt.py Fix/llama.cppbuilding (#4804) 2026-04-03 00:34:20 -07:00
install_python_stack.py studio: unify Windows installer/setup logging style, verbosity controls, and startup messaging (#4651) 2026-03-30 00:53:23 -07:00
LICENSE.AGPL-3.0 Add AGPL-3.0 license to studio folder 2026-03-09 19:36:25 +00:00
setup.bat Final cleanup 2026-03-12 18:28:04 +00:00
setup.ps1 Fix/llama.cppbuilding (#4804) 2026-04-03 00:34:20 -07:00
setup.sh Fix/llama.cppbuilding (#4804) 2026-04-03 00:34:20 -07:00
Unsloth_Studio_Colab.ipynb Allow install_python_stack to run on Colab (#4633) 2026-03-27 00:29:27 +04:00