"""Evaluator for sums and differences of finite sets — maximize C6.""" import subprocess, sys, json BENCHMARK = 1.158417281556896 def evaluate(program_path): script = f""" import json, sys, os, time import numpy as np sys.path.insert(0, os.path.dirname(r'{program_path}')) module_name = os.path.splitext(os.path.basename(r'{program_path}'))[0] start = time.time() try: program = __import__(module_name) u_set, c6_bound = program.run() except Exception as e: print(json.dumps({{"error": str(e)}})); sys.exit(0) eval_time = time.time() - start U = np.array(u_set, dtype=int) if U.ndim != 1: print(json.dumps({{"error": "U must be 1D"}})); sys.exit(0) if 0 not in U: print(json.dumps({{"error": "U must contain 0"}})); sys.exit(0) if np.any(U < 0): print(json.dumps({{"error": "negative elements"}})); sys.exit(0) max_u = int(np.max(U)) if max_u == 0: print(json.dumps({{"error": "trivial set"}})); sys.exit(0) u_plus = np.unique(U[:, None] + U[None, :]) u_minus = np.unique(U[:, None] - U[None, :]) ratio = len(u_minus) / len(u_plus) c6 = 1 + np.log(ratio) / np.log(2 * max_u + 1) if abs(c6 - float(c6_bound)) > 0.01: print(json.dumps({{"error": f"C6 mismatch: {{c6_bound}} vs {{c6}}"}})); sys.exit(0) score = float(c6) / {BENCHMARK} print(json.dumps({{"combined_score": score, "c6": float(c6), "eval_time": eval_time}})) """ try: r = subprocess.run([sys.executable, "-c", script], capture_output=True, text=True, timeout=600) for line in reversed(r.stdout.strip().splitlines()): if line.strip().startswith("{"): return json.loads(line.strip()) return {{"combined_score": 0.0, "error": r.stderr[-500:]}} except Exception as e: return {{"combined_score": 0.0, "error": str(e)}}