A Python interpreter with built-in safeguards for executing untrusted code, like LLM-generated scripts.
Project description
🐍 pytherpreter 🐍
A Python interpreter with built-in safeguards for executing untrusted code, like LLM-generated scripts.
This repository contains the Python interpreter tool extracted from HuggingFace’s smolagents project. Big hug to the HuggingFace team for their initial implementation! 🤗
Some improvements over the smolagents tool:
- Supports async code execution using the
async_evaluatefunction andAsyncPythonInterpreterclass. - Improved function call resolution.
- Supports custom subscriptable objects.
- No external dependencies.
- More flexible
printhandling.
Installation
pip install pytherpreter
Latest development version:
pip install git+ssh://git@github.com/aremeis/pytherpreter.git
or
pip install git+https://github.com/aremeis/pytherpreter.git
Usage
Using evaluate
This function evaluates Python code and returns the result.
from pytherpreter import evaluate
result = evaluate("""
from math import sqrt
sqrt(4)
""")
print(result)
# Output:
# 2.0
The evaluate function returns the result of the last expression in the code.
Using PythonInterpreter
This class is a wrapper around the evaluate function that keeps the state of the interpreter between calls.
Variables and functions defined by the code will be be available in subsequent calls.
from pytherpreter import PythonInterpreter
interpreter = PythonInterpreter()
result = interpreter("x = 3")
print(result)
# Output:
# 3
result = interpreter("x += 1")
print(result)
# Output:
# 4
Printing
You may provide a stdout argument to capture the output of print statements in the code.
from pytherpreter import evaluate
import io
stdout = io.StringIO()
result = evaluate("print('Hello, World!')", stdout=stdout)
print(stdout.getvalue())
# Output:
# Hello, World!
Variables
You may provide a variables argument to preset variables and capture changes to them.
from pytherpreter import evaluate
variables = {"x": 3}
result = evaluate("x += 1", variables=variables)
print(variables["x"])
# Output:
# 4
Safeguards
Built-in functions
You may provide a builtin_functions argument containing a dictionary of built-in functions the code is allowed to call.
If you don't provide this argument, the code will only be able to call the built-in functions in BASE_BUILTIN_FUNCTIONS.
The code will not be able to modify the provided built-in functions.
Modules
By default, the code will only be able to import the modules in BASE_BUILTIN_MODULES.
You may provide an authorized_imports argument to allow the code to import additional modules.
Documentation
For more details, the reference documentation is available here.
License
This project is licensed under the Apache 2.0 License - see the LICENSE file for details.
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