# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # This code is adapted from OpenAI's release # https://github.com/openai/human-eval/blob/master/human_eval/execution.py import contextlib import faulthandler import io import multiprocessing import os import platform import signal import tempfile def check_correctness( check_program, timeout, task_id, completion_id, ignore_assertion_errors=False, ): """ Evaluates the functional correctness of a completion by running the test suite provided in the problem. :param completion_id: an optional completion ID so we can match the results later even if execution finishes asynchronously. """ manager = multiprocessing.Manager() result = manager.list() p = multiprocessing.Process( target=unsafe_execute, args=(check_program, result, timeout, ignore_assertion_errors), ) p.start() p.join(timeout=timeout + 1) if p.is_alive(): p.kill() if not result: result.append("timed out") return dict( task_id=task_id, passed=result[0] == "passed", result=result[0], completion_id=completion_id, ) def unsafe_execute( check_program, result, timeout, ignore_assertion_errors=False, ): with create_tempdir(): # These system calls are needed when cleaning up tempdir. import os import shutil rmtree = shutil.rmtree rmdir = os.rmdir chdir = os.chdir # Disable functionalities that can make destructive changes to the test. reliability_guard() # Run program. try: exec_globals = {} with swallow_io(): with time_limit(timeout): exec(check_program, exec_globals) result.append("passed") except TimeoutException: result.append("timed out") except BaseException as e: if ignore_assertion_errors and isinstance(e, AssertionError): result.append("passed") else: result.append(f"failed: {e}") # Needed for cleaning up. shutil.rmtree = rmtree os.rmdir = rmdir os.chdir = chdir @contextlib.contextmanager def time_limit(seconds): def signal_handler(signum, frame): raise TimeoutException("Timed out!") signal.setitimer(signal.ITIMER_REAL, seconds) signal.signal(signal.SIGALRM, signal_handler) try: yield finally: signal.setitimer(signal.ITIMER_REAL, 0) @contextlib.contextmanager def swallow_io(): stream = WriteOnlyStringIO() with contextlib.redirect_stdout(stream): with contextlib.redirect_stderr(stream): with redirect_stdin(stream): yield @contextlib.contextmanager def create_tempdir(): with tempfile.TemporaryDirectory() as dirname: with chdir(dirname): yield dirname class TimeoutException(Exception): pass class WriteOnlyStringIO(io.StringIO): """StringIO that throws an exception when it's read from""" def read(self, *args, **kwargs): raise OSError def readline(self, *args, **kwargs): raise OSError def readlines(self, *args, **kwargs): raise OSError def readable(self, *args, **kwargs): """Returns True if the IO object can be read.""" return False class redirect_stdin(contextlib._RedirectStream): # type: ignore _stream = "stdin" @contextlib.contextmanager def chdir(root): if root == ".": yield return cwd = os.getcwd() os.chdir(root) try: yield except BaseException as exc: raise exc finally: os.chdir(cwd) def reliability_guard(maximum_memory_bytes=None): """ This disables various destructive functions and prevents the generated code from interfering with the test (e.g. fork bomb, killing other processes, removing filesystem files, etc.) WARNING This function is NOT a security sandbox. Untrusted code, including, model- generated code, should not be blindly executed outside of one. See the Codex paper for more information about OpenAI's code sandbox, and proceed with caution. """ if maximum_memory_bytes is not None: import resource resource.setrlimit( resource.RLIMIT_AS, (maximum_memory_bytes, maximum_memory_bytes) ) resource.setrlimit( resource.RLIMIT_DATA, (maximum_memory_bytes, maximum_memory_bytes) ) if not platform.uname().system == "Darwin": resource.setrlimit( resource.RLIMIT_STACK, (maximum_memory_bytes, maximum_memory_bytes) ) faulthandler.disable() import builtins builtins.exit = None builtins.quit = None import os os.environ["OMP_NUM_THREADS"] = "1" os.kill = None os.system = None os.putenv = None os.remove = None os.removedirs = None os.rmdir = None os.fchdir = None os.setuid = None os.fork = None os.forkpty = None os.killpg = None os.rename = None os.renames = None os.truncate = None os.replace = None os.unlink = None os.fchmod = None os.fchown = None os.chmod = None os.chown = None os.chroot = None os.fchdir = None os.lchflags = None os.lchmod = None os.lchown = None os.getcwd = None os.chdir = None import shutil shutil.rmtree = None shutil.move = None shutil.chown = None import subprocess subprocess.Popen = None # type: ignore __builtins__["help"] = None import sys sys.modules["ipdb"] = None sys.modules["joblib"] = None sys.modules["resource"] = None sys.modules["psutil"] = None sys.modules["tkinter"] = None