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Update python_interpreter_tool.py
Browse files- python_interpreter_tool.py +54 -82
python_interpreter_tool.py
CHANGED
@@ -1,12 +1,9 @@
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import
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import
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import platform
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import faulthandler
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from contextlib import contextmanager
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import signal
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from transformers import Tool
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class PythonInterpreter(Tool):
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name = "python_interpreter_tool"
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inputs = ["text"]
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outputs = ["text"]
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timeout =
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def __call__(self, task: str):
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import os
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import shutil
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if os.getenv("HF_ALLOW_CODE_EVAL", 0) != "1":
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return "Can't execute code, set code evaluation flag for PythonInterpreter"
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rmdir = os.rmdir
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chdir = os.chdir
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#reliability_guard()
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try:
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exec_globals = {}
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with capture_stdout() as output:
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#with time_limit(self.timeout):
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exec(task, exec_globals)
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captured_output = output.getvalue().strip()
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except Exception as e:
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captured_output = str(e)
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# Needed for cleaning up.
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shutil.rmtree = rmtree
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os.rmdir = rmdir
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os.chdir = chdir
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return captured_output
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@contextmanager
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def capture_stdout():
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output_buffer = io.StringIO()
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original_stdout = sys.stdout
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try:
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sys.stdout = output_buffer
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yield output_buffer
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finally:
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sys.stdout = original_stdout
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raise TimeoutException("Timed out!")
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signal.setitimer(signal.ITIMER_REAL, seconds)
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signal.signal(signal.SIGALRM, signal_handler)
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try:
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yield
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finally:
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signal.setitimer(signal.ITIMER_REAL, 0)
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def reliability_guard(maximum_memory_bytes=None):
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"""
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This disables various destructive functions and prevents the generated code
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from interfering with the test (e.g. fork bomb, killing other processes,
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removing filesystem files, etc.)
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WARNING
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This function is NOT a security sandbox. Untrusted code, including, model-
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generated code, should not be blindly executed outside of one. See the
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Codex paper for more information about OpenAI's code sandbox, and proceed
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with caution.
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"""
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if maximum_memory_bytes is not None:
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import resource
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if not platform.uname().system == "Darwin":
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resource.setrlimit(resource.RLIMIT_STACK, (maximum_memory_bytes, maximum_memory_bytes))
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faulthandler.disable()
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import builtins
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builtins.quit = None
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import os
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pass
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os.kill = None
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os.system = None
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os.putenv = None
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os.remove = None
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os.removedirs = None
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os.rmdir = None
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subprocess.Popen = None # type: ignore
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import sys
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sys.modules["resource"] = None
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sys.modules["psutil"] = None
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sys.modules["tkinter"] = None
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class TimeoutException(Exception):
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pass
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"""
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import tempfile
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import subprocess
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from transformers import Tool
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import sys
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import os
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import re
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class PythonInterpreter(Tool):
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name = "python_interpreter_tool"
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inputs = ["text"]
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outputs = ["text"]
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timeout = 1.0
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def __call__(self, task: str):
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if os.getenv("HF_ALLOW_CODE_EVAL", 0) != "1":
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return "Can't execute code, set code evaluation flag for PythonInterpreter"
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with tempfile.TemporaryDirectory() as temp_dir:
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code = "from safeguard import reliability_guard\nreliability_guard()\n" + task
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code_file = os.path.join(temp_dir, 'code.py')
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with open(code_file, 'w') as f:
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f.write(code)
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safeguard_file = os.path.join(temp_dir, 'safeguard.py')
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with open(safeguard_file, 'w') as f:
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f.write(reliability_guard_code)
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cmd = f"python {code_file}"
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try:
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output = subprocess.check_output(cmd.split(), stderr=subprocess.STDOUT, timeout=self.timeout)
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output_text = output.decode(sys.stdout.encoding).strip()
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except subprocess.TimeoutExpired:
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output_text = "Code execution timed out."
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except subprocess.CalledProcessError as e:
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output_text = e.output.decode(sys.stdout.encoding).strip()
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output_text = output_text.replace(temp_dir + "/", "/tmp/")
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output_text = fix_stacktrace_linenumber(output_text)
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output_text = output_text.replace(temp_dir + "/", "/tmp/")
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output_text = fix_warning_linenumber(output_text)
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return output_text
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reliability_guard_code = """\
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def reliability_guard(maximum_memory_bytes=None):
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if maximum_memory_bytes is not None:
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import resource
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if not platform.uname().system == "Darwin":
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resource.setrlimit(resource.RLIMIT_STACK, (maximum_memory_bytes, maximum_memory_bytes))
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import faulthandler
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faulthandler.disable()
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import builtins
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builtins.quit = None
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import os
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os.environ["OMP_NUM_THREADS"] = "1"
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os.kill = None
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os.system = None
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# os.putenv = None # breaks e.g. numpy
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os.remove = None
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os.removedirs = None
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os.rmdir = None
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subprocess.Popen = None # type: ignore
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__builtins__["help"] = None
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import sys
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sys.modules["resource"] = None
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sys.modules["psutil"] = None
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sys.modules["tkinter"] = None
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"""
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def fix_stacktrace_linenumber(text):
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start = ' File "/tmp/code.py", line '
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lines = text.split("\n")
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fixed_lines = []
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for line in lines:
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if line.startswith(start):
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number, end = line.split(start)[1].split(",")
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new_number = int(number)-2
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line = start + str(new_number) + end
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fixed_lines.append(line)
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return "\n".join(fixed_lines)
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def fix_warning_linenumber(string):
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pattern = r'code\.py:(\d+):'
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replaced_string = re.sub(pattern, lambda match: 'code.py:' + str(int(match.group(1))-2) + ':', string)
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return replaced_string
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