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( task_id: str, sample: dict, language_type: str, timeout: float = 3.0, tmp_dir: str = None, completion_id: Optional[int] = None, ) -> Dict: """ Evaluates the functional correctness of a completion by running the test suite provided in the problem. """ def unsafe_execute(tmp_dir): random_id = random.uniform(1, 1000) if "python" in language_type.lower(): 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): # WARNING # This program exists to execute untrusted model-generated code. Although # it is highly unlikely that model-generated code will do something overtly # malicious in response to this test suite, model-generated code may act # destructively due to a lack of model capability or alignment. # Users are strongly encouraged to sandbox this evaluation suite so that it # does not perform destructive actions on their host or network. # Once you have read this disclaimer and taken appropriate precautions, # uncomment the following line and proceed at your own risk: exec(sample["test_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 elif "go" in language_type.lower(): assert tmp_dir is not None, "Go should be evaluated in a dir where necessary module files installed." import os import shutil if "tmp" not in tmp_dir: tmp_dir = os.path.join(tmp_dir, "tmp") tmp_dir = os.path.join(tmp_dir, f"{task_id.replace('/', '-')}-{random_id}") if not os.path.exists(tmp_dir): os.makedirs(tmp_dir) os.chdir(tmp_dir) open(f"main_test.go", 'w').write(sample["test_code"]) try: exec_result = None with time_limit(timeout): # WARNING # This program exists to execute untrusted model-generated code. Although # it is highly unlikely that model-generated code will do something overtly # malicious in response to this test suite, model-generated code may act # destructively due to a lack of model capability or alignment. # Users are strongly encouraged to sandbox this evaluation suite so that it # does not perform destructive actions on their host or network. # Once you have read this disclaimer and taken appropriate precautions, # uncomment the following line and proceed at your own risk: exec_result = subprocess.run(["go", "test", f"-timeout={timeout}s", "main_test.go"], timeout=timeout, capture_output=True) if exec_result.returncode == 0: result.append("passed") else: if exec_result.stderr: try: err = exec_result.stderr.decode() except: err = exec_result.stderr else: try: err = exec_result.stdout.decode() except: err = exec_result.stdout result.append(f"failed: {err}") except TimeoutException: result.append("timed out") shutil.rmtree(tmp_dir) elif "js" in language_type.lower(): import os import shutil if "tmp" not in tmp_dir: tmp_dir = os.path.join(tmp_dir, "tmp") tmp_dir = os.path.join(tmp_dir, f"{task_id.replace('/', '-')}-{random_id}") if not os.path.exists(tmp_dir): os.makedirs(tmp_dir) os.chdir(tmp_dir) open(f"test.js", 'w').write(sample["test_code"]) try: exec_result = None with time_limit(timeout): # WARNING # This program exists to execute untrusted model-generated code. Although # it is highly unlikely that model-generated code will do something overtly # malicious in response to this test suite, model-generated code may act # destructively due to a lack of model capability or alignment. # Users are strongly encouraged to sandbox this evaluation suite so that it # does not perform destructive actions on their host or network. # Once you have read this disclaimer and taken appropriate precautions, # uncomment the following line and proceed at your own risk: exec_result = subprocess.run(["node", "test.js"], timeout=timeout, capture_output=True) if exec_result.stderr.decode(): err = exec_result.stderr.decode() result.append(f"failed: {err}") elif exec_result.stdout.decode(): err = exec_result.stdout.decode() result.append(f"failed: {err}") else: result.append("passed") except TimeoutException: result.append("timed out") shutil.rmtree(tmp_dir) elif "cpp" in language_type.lower(): import os import shutil if "tmp" not in tmp_dir: tmp_dir = os.path.join(tmp_dir, "tmp") tmp_dir = os.path.join(tmp_dir, f"{task_id.replace('/', '-')}-{random_id}") if not os.path.exists(tmp_dir): os.makedirs(tmp_dir) os.chdir(tmp_dir) open(f"test.cpp", 'w').write(sample["test_code"]) if "162" in task_id: compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++11", "test.cpp", "-lcrypto", "-lssl"], timeout=timeout, capture_output=True) else: compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++11", "test.cpp"], timeout=timeout, capture_output=True) if compilation_result.returncode != 0: if compilation_result.stderr: err = compilation_result.stderr.decode() else: err = compilation_result.stdout.decode() result.append(f"failed: compilation error: {err}") else: try: exec_result = None with time_limit(timeout): # WARNING # This program exists to execute untrusted model-generated code. Although # it is highly unlikely that model-generated code will do something overtly # malicious in response to this test suite, model-generated code may act # destructively due to a lack of model capability or alignment. # Users are strongly encouraged to sandbox this evaluation suite so that it # does not perform destructive actions on their host or network. # Once you have read this disclaimer and taken appropriate precautions, # uncomment the following line and proceed at your own risk: exec_result = subprocess.run(["./a.out"], timeout=timeout, capture_output=True) if exec_result.returncode == 0: result.append("passed") else: if exec_result.stderr: try: err = exec_result.stderr.decode() except: err = exec_result.stderr else: try: err = exec_result.stdout.decode() except: err = exec_result.stdout result.append(f"failed: {err}") except TimeoutException: result.append("timed out") shutil.rmtree(tmp_dir) elif "rust" in language_type.lower(): import os WD: str = os.path.dirname(os.path.abspath(__file__)) RUST_DIR: str = os.path.join(WD, "rust") RUST_SRC: str = os.path.join(RUST_DIR, "src") RUST_BIN: str = os.path.join(RUST_SRC, "bin") RUST_TMP_DIR: str = os.path.join(RUST_DIR, "tmp") RUST_LOGS: str = os.path.join(RUST_TMP_DIR, "logs") RUST_EXT: str = ".rs" # Create mandatory tmp directories os.makedirs(RUST_TMP_DIR, exist_ok=True) os.makedirs(RUST_LOGS, exist_ok=True) os.makedirs(RUST_SRC, exist_ok=True) os.makedirs(RUST_BIN, exist_ok=True) with tempfile.NamedTemporaryFile(dir = RUST_BIN, delete=False) as f: #temporal file name file_prefix = sample["task_id"].lower().replace("/", "_") file_name:str = file_prefix +RUST_EXT os.rename(f.name, os.path.join(RUST_BIN, file_name)) # Sample to pure Rust function rust_code: str = sample["test_code"] # dump the rust source code in the target temporal file f.write(rust_code.encode('utf-8')) # Proceed towards Rust binaries compilation. Therefore move to Rust module root dir. os.chdir(RUST_DIR) # Two possible outcomes # Pass OR Fail compilation log_filename: str = file_prefix + ".jsonl" log_path: str = os.path.join(RUST_LOGS, log_filename) cargo_check: str = "cargo check --bin " + file_prefix + " --message-format json >> " + log_path # Compilation build status returned_val_compilation: int # Overwrite file content if os.path.exists(log_path): if(file_size := os.path.getsize(log_path)) >= 0: os.remove(log_path) returned_val_compilation = os.system(cargo_check) else: returned_val_compilation = os.system(cargo_check) # 0 means success if returned_val_compilation == 0: #Execution pipeline cargo_test: str = "cargo test --bin " +file_prefix+ " --message-format json >> " + log_path returned_val_execution = os.system(cargo_test) if returned_val_execution == 0: result.append("passed") else: result.append(f"failed: execution error") else: result.append(f"failed: compilation error") elif "java" in language_type.lower(): assert tmp_dir is not None, "Java should be evaluated in a temporary dir." import os import shutil if "tmp" not in tmp_dir: tmp_dir = os.path.join(tmp_dir, "tmp") tmp_dir = os.path.join(tmp_dir, f"{task_id.replace('/', '-')}-{random_id}") if not os.path.exists(tmp_dir): os.makedirs(tmp_dir) os.chdir(tmp_dir) open(os.path.join(tmp_dir, "Main.java"), 'w').write(sample["test_code"]) res = "failed: unknown error" compile_returncode = -1 for _ in range(5): try: compilation_result = subprocess.run(['javac', os.path.join(tmp_dir, "Main.java")], timeout=5, capture_output=True) compile_returncode = compilation_result.returncode break except subprocess.TimeoutExpired as e: continue if compile_returncode != 0: res = "failed: compilation error" else: exec_result = None try: # WARNING # This program exists to execute untrusted model-generated code. Although # it is highly unlikely that model-generated code will do something overtly # malicious in response to this test suite, model-generated code may act # destructively due to a lack of model capability or alignment. # Users are strongly encouraged to sandbox this evaluation suite so that it # does not perform destructive actions on their host or network. # Once you have read this disclaimer and taken appropriate precautions, # uncomment the following line and proceed at your own risk: # exec_result = subprocess.run([f'java', '-cp', tmp_dir, 'Main'], timeout=timeout, capture_output=True) if exec_result.returncode == 0: res = "passed" elif exec_result.returncode == 1: if "AssertionError" in exec_result.stderr.decode('unicode-escape'): res = "failed: wrong answer" else: res = f"failed: {exec_result.stderr.decode()}" except subprocess.TimeoutExpired as e: res = "time out" except BaseException as e: res = f"failed: {e}" result.append(res) shutil.rmtree(tmp_dir) 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 { "task_id" : task_id, "completion_id": completion_id, "test_code" : sample["test_code"], "prompt" : sample["prompt"], "generation" : sample["generation"], "result" : result[0], "passed" : result[0] == "passed", "finish" : -1 if "finish" not in sample else sample["finish"], "file" : "" if "file" not in sample else sample["file"], "output" : [] if "output" not in sample else sample["output"], } # 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. # ============================================================================ @contextlib.contextmanager 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) @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 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' @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: 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