#!/usr/bin/env python # -*- coding: utf-8 -*- import os from typing import List, Tuple, Any, Optional import re import multiprocessing from multiprocessing.connection import Connection ExecuteResult = Tuple[bool, str, Tuple[bool]] def extract_python_code(text_string: str) -> List[str]: code_blocks = re.findall(r"```python(.*?)```", text_string, re.DOTALL) if not code_blocks: code_blocks = [text_string] results = [] for block in code_blocks: imports = re.findall(r"^(?:from\s+\S+\s+import\s+\S+|import\s+\S+.*)$", block, re.MULTILINE) funcs = re.findall(r"(def\s+\w+\(.*?:[\s\S]*?)(?=^def\s|\Z)", block.strip(), re.MULTILINE) if imports: import_block = "\n".join(imports) if funcs: funcs = [import_block] + funcs else: funcs = [import_block] results.extend(funcs) return results def rename_function(function: str, function_name: str) -> str: """ Replace the name of the first function in `answer` with `function_name`. Only modifies the function name, keeps everything else intact. """ pattern = r"def\s+(\w+)\s*\(" new_answer = re.sub(pattern, f"def {function_name}(", function, count=1) return new_answer def _exec_code_and_capture(code: str, conn: Connection, work_dir: Optional[str] = None): try: if work_dir is not None: os.makedirs(work_dir, exist_ok=True) os.chdir(work_dir) local_ns = {} exec(code, local_ns) for name, func in local_ns.items(): if callable(func) and name.startswith("test_"): func() conn.send(True) except Exception as e: conn.send(e) finally: conn.close() class PyExecutor: def _run_with_timeout(self, code: str, timeout: int, work_dir: Optional[str] = "./code_stuff") -> Any: parent_conn, child_conn = multiprocessing.Pipe() p = multiprocessing.Process( target=_exec_code_and_capture, args=(code, child_conn, work_dir) ) p.start() p.join(timeout) if p.is_alive(): p.kill() p.join() raise TimeoutError("Test execution timed out") if parent_conn.poll(): result = parent_conn.recv() if isinstance(result, Exception): raise result return result else: raise RuntimeError("Child process terminated unexpectedly without sending a result.") def execute(self, func: str, tests: List[str], timeout: int = 5, verbose: bool = True) -> ExecuteResult: success_tests = [] failed_tests = [] is_passing = True for test_code in tests: cleaned_test = re.sub(r"^\s*from\s+solution\s+import\s+\w+\s*", "", test_code, flags=re.MULTILINE) code_to_run = func + "\n" + cleaned_test try: self._run_with_timeout(code_to_run, timeout) success_tests.append(test_code) except Exception as e: failed_tests.append(f"{test_code} # output: {e}") is_passing = False state = tuple(test in success_tests for test in tests) feedback = ( "Tests passed:\n" + "\n".join(success_tests) + "\n\nTests failed:\n" + "\n".join(failed_tests) ) return is_passing, feedback, state def evaluate(self, name: str, func: str, test: str, timeout: int = 5) -> bool: cleaned_test = re.sub(r"^\s*from\s+solution\s+import\s+\w+\s*", "", test, flags=re.MULTILINE) code_to_run = func + "\n" + cleaned_test try: self._run_with_timeout(code_to_run, timeout) return True except Exception: return False def check_code_report(self, completions: list[str], tests: list[str], timeout: int = 5) -> tuple[list[str], list[float]]: def extract_failed_tests(text: str) -> str: match = re.search(r"Tests failed:\s*(.*)", text, re.DOTALL) return match.group(1).strip() if match else "" def extract_correct_function_name(text: str) -> str: match = re.search(r"from\s+solution\s+import\s+([a-zA-Z_]\w*)", text) return match.group(1) if match else "" reports = [] avg_scores = [] for completion, test_code_str in zip(completions, tests): func_blocks = extract_python_code(completion.strip()) collected_answer = '\n'.join(func_blocks) correct_function_name = extract_correct_function_name(test_code_str) if correct_function_name != "": collected_answer = rename_function(collected_answer, correct_function_name) test_block = extract_python_code(test_code_str.strip()) test_list = [test_block[0] + "\n\n" + block for block in test_block[1:]] report_lines = [] success_examples = 0 for test in test_list: func_name_match = re.search(r"def\s+(test_\w+)\s*\(", test) func_name = func_name_match.group(1) if func_name_match else "unknown_test" is_passing, feedback, _ = self.execute(collected_answer, [test], timeout=timeout) if is_passing: success_examples += 1 report_lines.append(f"✅ Test passed for '{func_name}'") else: report_lines.append(f"❌ Test failed for '{func_name}': \n{extract_failed_tests(feedback)}") if len(test_list) != 0: avg_score = success_examples / len(test_list) else: avg_score = 1.0 avg_scores.append(avg_score) report_lines.append(f"\nAverage correctness: {avg_score:.2f}") reports.append("\n".join(report_lines)) return reports, avg_scores