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Improved query, print & exception handling in REPL Tool (#4997)
Update to pull request https://github.com/hwchase17/langchain/pull/3215 Summary: 1) Improved the sanitization of query (using regex), by removing python command (since gpt-3.5-turbo sometimes assumes python console as a terminal, and runs python command first which causes error). Also sometimes 1 line python codes contain single backticks. 2) Added 7 new test cases. For more details, view the previous pull request. --------- Co-authored-by: Deepak S V <svdeepak99@users.noreply.github.com>
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@ -1,7 +1,9 @@
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"""A tool for running python code in a REPL."""
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import ast
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import re
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import sys
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from contextlib import redirect_stdout
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from io import StringIO
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from typing import Any, Dict, Optional
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@ -19,14 +21,13 @@ def _get_default_python_repl() -> PythonREPL:
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return PythonREPL(_globals=globals(), _locals=None)
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_MD_PY_BLOCK = "```python"
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def sanitize_input(query: str) -> str:
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query = query.strip()
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if query[: len(_MD_PY_BLOCK)] == _MD_PY_BLOCK:
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query = query[len(_MD_PY_BLOCK) :].strip()
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query = query.strip("`").strip()
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# Remove whitespace, backtick & python (if llm mistakes python console as terminal)
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# Removes `, whitespace & python from start
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query = re.sub(r"^(\s|`)*(?i:python)?\s*", "", query)
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# Removes whitespace & ` from end
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query = re.sub(r"(\s|`)*$", "", query)
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return query
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@ -101,19 +102,18 @@ class PythonAstREPLTool(BaseTool):
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exec(ast.unparse(module), self.globals, self.locals) # type: ignore
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module_end = ast.Module(tree.body[-1:], type_ignores=[])
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module_end_str = ast.unparse(module_end) # type: ignore
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io_buffer = StringIO()
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try:
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return eval(module_end_str, self.globals, self.locals)
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with redirect_stdout(io_buffer):
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ret = eval(module_end_str, self.globals, self.locals)
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if ret is None:
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return io_buffer.getvalue()
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else:
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return ret
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except Exception:
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old_stdout = sys.stdout
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sys.stdout = mystdout = StringIO()
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try:
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with redirect_stdout(io_buffer):
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exec(module_end_str, self.globals, self.locals)
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sys.stdout = old_stdout
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output = mystdout.getvalue()
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except Exception as e:
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sys.stdout = old_stdout
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output = repr(e)
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return output
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return io_buffer.getvalue()
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except Exception as e:
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return "{}: {}".format(type(e).__name__, str(e))
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@ -1,6 +1,7 @@
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"""Test Python REPL Tools."""
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import sys
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import numpy as np
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import pytest
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from langchain.tools.python.tool import (
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@ -17,6 +18,18 @@ def test_python_repl_tool_single_input() -> None:
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assert int(tool.run("print(1 + 1)").strip()) == 2
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def test_python_repl_print() -> None:
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program = """
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import numpy as np
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v1 = np.array([1, 2, 3])
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v2 = np.array([4, 5, 6])
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dot_product = np.dot(v1, v2)
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print("The dot product is {:d}.".format(dot_product))
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"""
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tool = PythonREPLTool()
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assert tool.run(program) == "The dot product is 32.\n"
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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@ -27,6 +40,103 @@ def test_python_ast_repl_tool_single_input() -> None:
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assert tool.run("1 + 1") == 2
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_return() -> None:
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program = """
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```
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import numpy as np
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v1 = np.array([1, 2, 3])
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v2 = np.array([4, 5, 6])
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dot_product = np.dot(v1, v2)
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int(dot_product)
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```
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"""
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tool = PythonAstREPLTool()
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assert tool.run(program) == 32
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program = """
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```python
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import numpy as np
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v1 = np.array([1, 2, 3])
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v2 = np.array([4, 5, 6])
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dot_product = np.dot(v1, v2)
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int(dot_product)
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```
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"""
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assert tool.run(program) == 32
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_print() -> None:
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program = """python
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string = "racecar"
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if string == string[::-1]:
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print(string, "is a palindrome")
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else:
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print(string, "is not a palindrome")"""
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tool = PythonAstREPLTool()
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assert tool.run(program) == "racecar is a palindrome\n"
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_repl_print_python_backticks() -> None:
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program = "`print('`python` is a great language.')`"
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tool = PythonAstREPLTool()
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assert tool.run(program) == "`python` is a great language.\n"
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_raise_exception() -> None:
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data = {"Name": ["John", "Alice"], "Age": [30, 25]}
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program = """
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import pandas as pd
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df = pd.DataFrame(data)
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df['Gender']
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"""
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tool = PythonAstREPLTool(locals={"data": data})
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expected_outputs = (
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"KeyError: 'Gender'",
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"ModuleNotFoundError: No module named 'pandas'",
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)
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assert tool.run(program) in expected_outputs
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_one_line_print() -> None:
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program = 'print("The square of {} is {:.2f}".format(3, 3**2))'
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tool = PythonAstREPLTool()
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assert tool.run(program) == "The square of 3 is 9.00\n"
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_one_line_return() -> None:
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arr = np.array([1, 2, 3, 4, 5])
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tool = PythonAstREPLTool(locals={"arr": arr})
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program = "`(arr**2).sum() # Returns sum of squares`"
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assert tool.run(program) == 55
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@pytest.mark.skipif(
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sys.version_info < (3, 9), reason="Requires python version >= 3.9 to run."
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)
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def test_python_ast_repl_one_line_exception() -> None:
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program = "[1, 2, 3][4]"
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tool = PythonAstREPLTool()
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assert tool.run(program) == "IndexError: list index out of range"
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def test_sanitize_input() -> None:
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query = """
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```
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