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import contextlib | |
import faulthandler | |
import io | |
import multiprocessing | |
import os | |
import platform | |
import signal | |
import random | |
import subprocess | |
import tempfile | |
import gzip | |
import json | |
from typing import * | |
def dicts_to_jsonl(data_list: list, filename: str, compress: bool = True) -> None: | |
""" | |
Method saves list of dicts into jsonl file. | |
:param data: (list) list of dicts to be stored, | |
:param filename: (str) path to the output file. If suffix .jsonl is not given then methods appends | |
.jsonl suffix into the file. | |
:param compress: (bool) should file be compressed into a gzip archive? | |
""" | |
sjsonl = '.jsonl' | |
sgz = '.gz' | |
# Check filename | |
if not filename.endswith(sjsonl): | |
filename = filename + sjsonl | |
# Save data | |
if compress: | |
filename = filename + sgz | |
with gzip.open(filename, 'w') as compressed: | |
for ddict in data_list: | |
jout = json.dumps(ddict) + '\n' | |
jout = jout.encode('utf-8') | |
compressed.write(jout) | |
else: | |
with open(filename, 'w') as out: | |
for ddict in data_list: | |
jout = json.dumps(ddict) + '\n' | |
out.write(jout) | |
def check_correctness( | |
full_code: str, | |
timeout: float = 3.0, | |
tmp_dir: str = "tmp", | |
) -> Dict: | |
""" | |
Evaluates the functional correctness of a completion by running the test | |
suite provided in the problem. | |
""" | |
def unsafe_execute(tmp_dir): | |
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() | |
try: | |
exec_globals = {} | |
with swallow_io(): | |
with time_limit(timeout): | |
exec(full_code, exec_globals) | |
result.append("passed") | |
except TimeoutException: | |
result.append("timed out") | |
except AssertionError as e: | |
result.append(f"failed: AssertionError") | |
except BaseException as e: | |
result.append(f"failed: {e}") | |
# Needed for cleaning up. | |
shutil.rmtree = rmtree | |
os.rmdir = rmdir | |
os.chdir = chdir | |
manager = multiprocessing.Manager() | |
result = manager.list() | |
p = multiprocessing.Process(target=unsafe_execute, args=(tmp_dir,)) | |
p.start() | |
p.join(timeout=timeout + 1) | |
if p.is_alive(): | |
p.kill() | |
if not result: | |
result.append("timed out") | |
return { | |
"result" : result[0], | |
"passed" : result[0] == "passed", | |
} | |
# Copyright (c) OpenAI (https://openai.com) | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to deal | |
# in the Software without restriction, including without limitation the rights | |
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
# copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following conditions: | |
# The above copyright notice and this permission notice shall be included in | |
# all copies or substantial portions of the Software. | |
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | |
# THE SOFTWARE. | |
# ============================================================================ | |
def time_limit(seconds: float): | |
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) | |
def swallow_io(): | |
stream = WriteOnlyStringIO() | |
with contextlib.redirect_stdout(stream): | |
with contextlib.redirect_stderr(stream): | |
with redirect_stdin(stream): | |
yield | |
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 IOError | |
def readline(self, *args, **kwargs): | |
raise IOError | |
def readlines(self, *args, **kwargs): | |
raise IOError | |
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' | |
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: Optional[int] = 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 |