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import os
import io
import regex
import pickle
import traceback
import copy
import datetime
import dateutil.relativedelta
import multiprocess
from multiprocess import Pool
from typing import Any, Dict, Optional
from pebble import ProcessPool
from tqdm import tqdm
from concurrent.futures import TimeoutError
from functools import partial
from timeout_decorator import timeout
from contextlib import redirect_stdout
class GenericRuntime:
GLOBAL_DICT = {}
LOCAL_DICT = None
HEADERS = []
def __init__(self):
self._global_vars = copy.copy(self.GLOBAL_DICT)
self._local_vars = copy.copy(self.LOCAL_DICT) if self.LOCAL_DICT else None
for c in self.HEADERS:
self.exec_code(c)
def exec_code(self, code_piece: str) -> None:
if regex.search(r'(\s|^)?input\(', code_piece):
# regex.search(r'(\s|^)?os.', code_piece):
raise RuntimeError()
exec(code_piece, self._global_vars)
# TODO: use: https://github.com/shroominic/codebox-api
# @high safe exec in sandbox
# byte_code = compile_restricted(
# code_piece,
# filename='<inline code>',
# mode='exec'
# )
# print("global vars:", self._global_vars)
# _print_ = PrintCollector
# exec(byte_code, {'__builtins__': utility_builtins}, None)
def eval_code(self, expr: str) -> Any:
return eval(expr, self._global_vars)
def inject(self, var_dict: Dict[str, Any]) -> None:
for k, v in var_dict.items():
self._global_vars[k] = v
@property
def answer(self):
return self._global_vars['answer']
class DateRuntime(GenericRuntime):
GLOBAL_DICT = {
'datetime': datetime.datetime,
'timedelta': dateutil.relativedelta.relativedelta,
'relativedelta': dateutil.relativedelta.relativedelta
}
class CustomDict(dict):
def __iter__(self):
return list(super().__iter__()).__iter__()
class ColorObjectRuntime(GenericRuntime):
GLOBAL_DICT = {'dict': CustomDict}
class PythonExecutor:
def __init__(
self,
runtime: Optional[Any] = None,
get_answer_symbol: Optional[str] = None,
get_answer_expr: Optional[str] = None,
get_answer_from_stdout: bool = False,
timeout_length: int = 5,
) -> None:
self.runtime = runtime if runtime else GenericRuntime()
self.answer_symbol = get_answer_symbol
self.answer_expr = get_answer_expr
self.get_answer_from_stdout = get_answer_from_stdout
self.pool = Pool(multiprocess.cpu_count())
self.timeout_length = timeout_length
def process_generation_to_code(self, gens: str):
return [g.strip().split('\n') for g in gens]
@staticmethod
def execute(
code,
get_answer_from_stdout = None,
runtime = None,
answer_symbol = None,
answer_expr = None,
timeout_length = 10,
auto_mode=False
):
try:
if auto_mode:
if "print(" in code[-1]:
program_io = io.StringIO()
with redirect_stdout(program_io):
timeout(timeout_length)(runtime.exec_code)('\n'.join(code))
program_io.seek(0)
result = program_io.read()
else:
print(code)
timeout(timeout_length)(runtime.exec_code)('\n'.join(code[:-1]))
result = timeout(timeout_length)(runtime.eval_code)(code[-1])
else:
if get_answer_from_stdout:
program_io = io.StringIO()
with redirect_stdout(program_io):
timeout(timeout_length)(runtime.exec_code)('\n'.join(code))
program_io.seek(0)
result = program_io.read()
elif answer_symbol:
timeout(timeout_length)(runtime.exec_code)('\n'.join(code))
result = runtime._global_vars[answer_symbol]
elif answer_expr:
timeout(timeout_length)(runtime.exec_code)('\n'.join(code))
result = timeout(timeout_length)(runtime.eval_code)(answer_expr)
else:
timeout(timeout_length)(runtime.exec_code)('\n'.join(code[:-1]))
result = timeout(timeout_length)(runtime.eval_code)(code[-1])
report = "Done"
str(result)
pickle.dumps(result) # serialization check
except:
result = ''
report = traceback.format_exc().split('\n')[-2]
return result, report
def apply(self, code):
return self.batch_apply([code])[0]
@staticmethod
def truncate(s, max_length=400):
half = max_length // 2
if len(s) > max_length:
s = s[:half] + "..." + s[-half:]
return s
def batch_apply(self, batch_code):
all_code_snippets = self.process_generation_to_code(batch_code)
timeout_cnt = 0
all_exec_results = []
# with ProcessPool(max_workers=min(len(all_code_snippets), os.cpu_count())) as pool:
with ProcessPool(max_workers=min(len(all_code_snippets), 1)) as pool:
executor = partial(
self.execute,
get_answer_from_stdout=self.get_answer_from_stdout,
runtime=self.runtime,
answer_symbol=self.answer_symbol,
answer_expr=self.answer_expr,
timeout_length=self.timeout_length, # this timeout not work
auto_mode=True
)
future = pool.map(executor, all_code_snippets, timeout=self.timeout_length)
iterator = future.result()
if len(all_code_snippets) > 100:
progress_bar = tqdm(total=len(all_code_snippets), desc="Execute")
else:
progress_bar = None
while True:
try:
result = next(iterator)
all_exec_results.append(result)
except StopIteration:
break
except TimeoutError as error:
print(error)
all_exec_results.append(("", "Timeout Error"))
timeout_cnt += 1
except Exception as error:
print(error)
exit()
if progress_bar is not None:
progress_bar.update(1)
if progress_bar is not None:
progress_bar.close()
batch_results = []
for code, (res, report) in zip(all_code_snippets, all_exec_results):
# post processing
res, report = str(res).strip(), str(report).strip()
res, report = self.truncate(res), self.truncate(report)
batch_results.append((res, report))
return batch_results
def _test():
batch_code = [
"""
from sympy import Matrix
def null_space_basis():
# Define the matrix
A = Matrix([[3, 3, -1, -6], [9, -1, -8, -1], [7, 4, -2, -9]])
# Compute the basis for the null space
basis = A.nullspace()
# Round the elements of the basis vectors to three decimal places
basis_rounded = [v.evalf(3) for v in basis]
return basis_rounded
result = null_space_basis()
print(result)
"""
]
executor = PythonExecutor(get_answer_from_stdout=True)
predictions = executor.apply(batch_code[0])
print(predictions)
if __name__ == '__main__':
_test() |