execution.py 20.6 KB
Newer Older
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
# 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.
# ============================================================================
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63
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)


CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
64 65 66 67
def unsafe_execute(tmp_dir, language_type, timeout, sample, result, task_id):
    random_id = random.uniform(1, 1000)
    if "python" in language_type.lower():
        with create_tempdir():
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
68

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
69
            # These system calls are needed when cleaning up tempdir.
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
70 71
            import os
            import shutil
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
72 73 74
            rmtree = shutil.rmtree
            rmdir = os.rmdir
            chdir = os.chdir
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
75

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
76
            # Disable functionalities that can make destructive changes to the test.
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
77
            # reliability_guard()
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
78

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219
            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(os.path.join(tmp_dir, "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", os.path.join(tmp_dir, "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(os.path.join(tmp_dir, "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", os.path.join(tmp_dir, "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(os.path.join(tmp_dir, "test.cpp"), 'w').write(sample["test_code"])
        # if "162" in task_id:
        #     compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++11", os.path.join(tmp_dir, "test.cpp"), "-lcrypto", "-lssl"],
        #                                         timeout=timeout,
        #                                         capture_output=True)
        # else:
        #     compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++11", os.path.join(tmp_dir, "test.cpp")], timeout=timeout,
        #                                         capture_output=True)
        compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++11", os.path.join(tmp_dir, "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:
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
220 221 222 223 224 225 226 227 228 229 230 231
            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:
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
232
                     exec_result = subprocess.run(["./a.out"], timeout=timeout, capture_output=True)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250

                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")

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297
        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)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
298

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
299 300
        else:
            returned_val_compilation = os.system(cargo_check)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
301

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
302 303 304 305 306
        # 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)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
307

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
308 309
            if returned_val_execution == 0:
                result.append("passed")
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
310
            else:
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
311
                result.append(f"failed: execution error")
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
312

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
313 314
        else:
            result.append(f"failed: compilation error")
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
315

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
316 317
    elif "java" in language_type.lower():
        assert tmp_dir is not None, "Java should be evaluated in a temporary dir."
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
318

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
319 320
        import os
        import shutil
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
321

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
322 323 324 325 326
        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)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
327

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367
        # 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)
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
368 369


CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
370 371 372 373 374 375 376 377 378 379 380 381
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.
    """
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
382 383 384 385
        
    manager = multiprocessing.Manager()
    result = manager.list()

CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
386
    p = multiprocessing.Process(target=unsafe_execute, args=(tmp_dir, language_type, timeout, sample, result, task_id,))
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
387 388 389 390 391 392 393 394 395
    p.start()
    p.join(timeout=timeout + 1)
    if p.is_alive():
        p.kill()

    if not result:
        result.append("timed out")

    return {
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
396
        "task_id": task_id,
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
397
        "completion_id": completion_id,
CSDN-Ada助手's avatar
fix bug  
CSDN-Ada助手 已提交
398 399 400 401 402 403 404 405
        "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"],
CSDN-Ada助手's avatar
CSDN-Ada助手 已提交
406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550
    }


@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