Upload tool
Browse files- app.py +7 -0
- requirements.txt +1 -0
- tool.py +136 -0
app.py
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from smolagents import launch_gradio_demo
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from typing import Optional
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from tool import LocalPythonDebuggerTool
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tool = LocalPythonDebuggerTool()
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launch_gradio_demo(tool)
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requirements.txt
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smolagents
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tool.py
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from smolagents.tools import Tool
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import pdb
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import smolagents
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import io
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import sys
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class LocalPythonDebuggerTool(Tool):
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name = "local-python-debugger"
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description = """
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The Local Python Debugger Tool is designed to assist in debugging InterpreterErrors—specifically, errors related to "Code execution failed at line".
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It is not intended for other types of InterpreterErrors, such as:
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- "Reached the max number of operations"
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- "Code parsing failed on line"
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The tool debugs code executed in the following manner:
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```python
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expression = ast.parse(code)
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for node in expression.body:
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result = evaluate_ast(node, ...)
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```
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where evaluate_ast processes the Abstract Syntax Tree (AST) by evaluating AST functions like: ast.Assign, ast.AugAssign, ast.Call, ast.Constant, ast.Name, ast.BinOp, etc.
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As a result, the debugger output reflects the evaluate_ast execution context rather than a direct Python runtime environment.
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Possible debugger commands:
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- bt - Shows the full stack trace, helping to understand where the error occurred in the call stack.
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- args - Shows the arguments passed to the function.
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- l - Lists the source code of the current file.
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- p {variable} - Prints the value of the variable. NOTE: variable names are different than in the code. They should be inspected first with `l` command.
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"""
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inputs = {'code': {'type': 'string', 'description': 'code to debug'}, 'command': {'type': 'string', 'description': 'pdb command to execute'}}
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output_type = "string"
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def setup(self):
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from smolagents import LocalPythonInterpreter
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from smolagents.default_tools import FinalAnswerTool
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import io
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import pdb
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self.python_executor = LocalPythonInterpreter(
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[],
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{"final_answer": FinalAnswerTool()},
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max_print_outputs_length=None,
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)
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self.output_capture = io.StringIO()
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self.pdb_instance = pdb.Pdb(stdout=self.output_capture)
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def wrap_code_with_trycatch(self, code: str) -> str:
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from smolagents.utils import parse_code_blobs
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try:
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code = parse_code_blobs(code)
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except Exception as e:
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pass
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code_lines = code.split("\n")
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for i, line in enumerate(code_lines):
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code_lines[i] = f"\t{line}"
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code = "\n".join(code_lines)
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# add extra indentation
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code = (
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f"try:\n{code}\n" + "except Exception as e:" + "\n\t" + "out=sys.exc_info()"
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)
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code = "out=None" + "\n" + code + "\n" + "out" # provide results in output
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return code
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def execute_code(self, code: str, state: dict):
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from smolagents.utils import parse_code_blobs
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code = parse_code_blobs(code)
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# Silencing the tool_validation error: execute_code: Name '' is undefined.
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py_executor_output = None
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py_executor_logs = None
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py_executor_is_final_answer = None
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py_executor_output, py_executor_logs, py_executor_is_final_answer = (
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self.python_executor(code, state)
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)
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return py_executor_output, py_executor_logs, py_executor_is_final_answer
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def execude_pdb_command(
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self, command: str, traceback
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):
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output = None
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try:
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# Set up the pdb instance with the current frame and traceback
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frame = traceback.tb_frame
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while frame.f_back:
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frame = frame.f_back
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self.pdb_instance.reset()
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self.pdb_instance.setup(frame, traceback)
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# Execute the pdb command
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self.pdb_instance.onecmd(command)
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# Retrieve the output
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output = self.output_capture.getvalue()
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finally:
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# Clear the output capture for future use
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self.output_capture.truncate(0)
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self.output_capture.seek(0)
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return output
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def forward(self, code: str, command: str):
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import sys
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code = self.wrap_code_with_trycatch(code)
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state = {"sys": sys}
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# Silencing the tool_validation error: execute_code: Name '' is undefined.
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py_executor_output = None
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tb = None
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py_executor_output, py_executor_logs, py_executor_is_final_answer = (
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self.execute_code(code, state)
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)
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if py_executor_output is not None:
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try:
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exc_type, exc_value, tb = py_executor_output
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except Exception as e:
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return "No traceback found"
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pdb_result = self.execude_pdb_command(command, tb)
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return pdb_result
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return "No traceback found"
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def __init__(self, *args, **kwargs):
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self.is_initialized = False
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