DeepSeek-Coder/Evaluation/MBPP/human_eval/execution.py

731 lines
30 KiB
Python

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 *
import traceback
java_exec = ""
node_exec = ""
tsc_exec = ""
go_exec = ""
php_exec = ""
cs_exec = ""
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.randint(1, 100000)
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}")
#print(sample["test_code"])
#print(result)
# 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)
origin_path = os.getcwd()
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([f"{go_exec}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")
os.chdir(origin_path)
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)
origin_path = os.getcwd()
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([f"{node_exec}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")
os.chdir(origin_path)
shutil.rmtree(tmp_dir)
elif "cpp" in language_type.lower():
import os
import shutil
origin_path = os.getcwd()
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++17", "test.cpp", "-lcrypto", "-lssl"],
timeout=timeout,
capture_output=True)
else:
compilation_result = subprocess.run(["/usr/bin/g++", "-std=c++17", "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")
#print(result[-1])
#print(sample["test_code"])
os.chdir(origin_path)
shutil.rmtree(tmp_dir)
elif "php" in language_type.lower():
import os
import shutil
origin_path = os.getcwd()
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.php", 'w').write(sample["test_code"])
try:
exec_result = None
with time_limit(timeout):
cmd = f"{php_exec}php -f test.php"
exec_result = subprocess.run(cmd, timeout=timeout, capture_output=True, shell=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")
print(result[-1])
print(sample["test_code"])
os.chdir(origin_path)
shutil.rmtree(tmp_dir)
elif "sh" in language_type.lower():
import os
import shutil
origin_path = os.getcwd()
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.sh", 'w').write(sample["test_code"])
try:
exec_result = None
with time_limit(timeout):
cmd = "/bin/bash test.sh"
exec_result = subprocess.run(cmd, timeout=10, capture_output=True, shell=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")
#print(result[-1])
#print(sample["test_code"])
os.chdir(origin_path)
shutil.rmtree(tmp_dir)
elif "ts" in language_type.lower():
import os
import shutil
origin_path = os.getcwd()
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)
env = {"PATH": f"{node_exec}:" + subprocess.os.environ["PATH"]}
open(f"test.ts", 'w').write(sample["test_code"])
cmd = f"{tsc_exec}tsc test.ts --target ES2015 --lib ES2015,DOM"
compilation_result = subprocess.run(cmd, timeout=timeout, capture_output=True, env=env, shell=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):
exec_result = subprocess.run([f"{node_exec}node", "test.js"], 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")
if result[-1] != "passed":
env = {"PATH": f"{node_exec}:" + subprocess.os.environ["PATH"]}
cmd = f"{tsc_exec}tsc test.ts"
compilation_result = subprocess.run(cmd, timeout=timeout, capture_output=True, env=env, shell=True)
if compilation_result.returncode != 0:
if compilation_result.stderr:
err = compilation_result.stderr.decode()
else:
err = compilation_result.stdout.decode()
result[-1] = f"failed: compilation error: {err}"
else:
try:
exec_result = None
with time_limit(timeout):
exec_result = subprocess.run([f"{node_exec}node", "test.js"], timeout=timeout, capture_output=True)
if exec_result.returncode == 0:
result[-1] = "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[-1] = f"failed: {err}"
except TimeoutException:
result[-1] = "timed out"
os.chdir(origin_path)
shutil.rmtree(tmp_dir)
elif "cs" in language_type.lower():
import os
import shutil
origin_path = os.getcwd()
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"Program.cs", 'w').write(sample["test_code"])
cmd = f"{cs_exec}mcs -d:DEBUG Program.cs"
compilation_result = subprocess.run(cmd, shell=True, 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
cmd = f"{cs_exec}mono Program.exe"
env = dict(MONO_TRACE_LISTENER="Console.Error")
with time_limit(timeout):
exec_result = subprocess.run(cmd, timeout=timeout, shell=True, capture_output=True, env=env)
if "Fail" not in exec_result.stderr.decode():
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")
except Exception as e:
result.append(f"failed: {e}")
os.chdir(origin_path)
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)
open(os.path.join(tmp_dir, "Problem.java"), 'w').write(sample["test_code"])
origin_path = os.getcwd()
os.system(f"cp ./javatuples-1.2.jar {tmp_dir}/")
os.chdir(tmp_dir)
res = "failed: unknown error"
compile_returncode = -1
for _ in range(5):
try:
cmd = f"{java_exec}javac -cp javatuples-1.2.jar Problem.java"
compilation_result = subprocess.run(cmd, timeout=60, capture_output=True, shell=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:
cmd = f"{java_exec}java -ea -cp .:javatuples-1.2.jar Problem"
exec_result = subprocess.run(cmd, timeout=timeout, capture_output=True, shell=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)
os.chdir(origin_path)
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,
"result" : result[0],
"passed" : result[0] == "passed",
"finish" : -1 if "finish" not in sample else sample["finish"],
"code" : sample["test_code"]
}
# 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