#!/usr/init/env python3 """ Evaluation and Benchmarking Script for Gemma Developer Agent Measures task completion rate, tool accuracy, multi-file refactoring, and test healing. """ import sys import os from pathlib import Path # Ensure project root is in sys.path so 'scripts.agent' can be imported when run directly sys.path.insert(0, str(Path(__file__).resolve().parent.parent)) from scripts.agent import process_query, run_file_write # Expanded Benchmark Test Suite BENCHMARK_TASKS = [ { "id": "task_01_refactor", "prompt": "Refactor math_utils.py: rename multiply to multiply_values and add type hints.", "setup_files": {"math_utils.py": "def multiply(a, b):\n return a * b\n"}, "expected_substring": "multiply_values" }, { "id": "task_02_syntax_fix", "prompt": "Fix the syntax error in syntax_bug.py.", "setup_files": {"syntax_bug.py": "def broken_func(x)\n return x + 1\n"}, "expected_substring": ":" }, { "id": "task_03_multi_file_dependency", "prompt": "Update module_b.py to import and call process_data from module_a.py instead of old_func.", "setup_files": { "module_a.py": "def process_data(x):\n return x * 10\n", "module_b.py": "from module_a import old_func\n\ndef run():\n return old_func(5)\n" }, "expected_substring": "process_data" }, { "id": "task_04_pytest_healing", "prompt": "Run pytest and fix math_calc.py so the unit test passes.", "setup_files": { "math_calc.py": "def add(a, b):\n return a - b\n", "test_math_calc.py": "from math_calc import add\n\ndef test_add():\n assert add(2, 3) == 5\n" }, "expected_substring": "return a + b" } ] def run_evaluation(): print("=== Starting Gemma Agent Advanced Benchmark Evaluation ===") passed = 0 total = len(BENCHMARK_TASKS) workspace = Path("./benchmark_workspace").resolve() workspace.mkdir(exist_ok=True) original_cwd = os.getcwd() try: for task in BENCHMARK_TASKS: print(f"\nRunning {task['id']}...") # Clean workspace before each task for existing_file in workspace.glob("*"): if existing_file.is_file(): existing_file.unlink() # Setup test environment inside workspace for filename, content in task["setup_files"].items(): file_path = workspace / filename file_path.write_text(content) # Execute agent query inside the workspace directory try: os.chdir(workspace) response = process_query(task["prompt"]) os.chdir(original_cwd) # Verify expected output across workspace files success = False for file_path in workspace.glob("*.py"): file_content = file_path.read_text() if task["expected_substring"] in file_content: success = True break if success: print(f"[{task['id']}] PASSED") passed += 1 else: print(f"[{task['id']}] FAILED (Expected pattern '{task['expected_substring']}' not found)") except Exception as e: os.chdir(original_cwd) print(f"[{task['id']}] ERROR: {e}") finally: os.chdir(original_cwd) print(f"\n=== Evaluation Summary ===") print(f"Passed: {passed}/{total} ({(passed/total)*100:.1f}%)") if __name__ == "__main__": run_evaluation()