""" Pair expansion and management for batch evaluation. A Pair represents a (solution, problem) combination to evaluate. """ import hashlib from dataclasses import dataclass from pathlib import Path from typing import List, Optional from ..models import get_model_prefix, sanitize_problem_name @dataclass class Pair: """Represents a solution-problem pair for evaluation.""" solution: str # Solution identifier (e.g., "gpt5_flash_attn") problem: str # Problem identifier (e.g., "flash_attn") @property def id(self) -> str: """Unique identifier for this pair.""" return f"{self.solution}:{self.problem}" @property def safe_name(self) -> str: """Filesystem-safe name for this pair.""" base = f"{self.solution}-{self.problem}" digest = hashlib.md5(base.encode("utf-8")).hexdigest()[:8] sanitized = _sanitize_name(base) suffix = f"-{digest}" max_len = 63 available = max_len - len(suffix) trimmed = sanitized[:available].rstrip("-") return _sanitize_name(f"{trimmed}{suffix}") def __hash__(self): return hash(self.id) def __eq__(self, other): if isinstance(other, Pair): return self.id == other.id return False def _sanitize_name(name: str) -> str: """Sanitize a name to be a valid cluster/file name.""" cleaned = [] valid = "abcdefghijklmnopqrstuvwxyz0123456789-" last_dash = False for ch in name.lower(): if ch in valid: cleaned.append(ch) last_dash = ch == "-" else: if not last_dash: cleaned.append("-") last_dash = True sanitized = "".join(cleaned).strip("-") return sanitized or "job" # get_model_prefix and sanitize_problem_name imported from ..models def expand_pairs( problems: List[str], models: List[str], variants: Optional[List[int]] = None, *, solutions_dir: Optional[Path] = None, validate_paths: bool = True, ) -> List[Pair]: """ Expand problems × models × variants into pairs. Args: problems: List of problem IDs (e.g., ["flash_attn", "cross_entropy"]) models: List of model names (e.g., ["gpt-5", "claude-sonnet-4-5"]) variants: List of variant indices (default: [0] for no suffix) solutions_dir: Directory containing solutions (for validation) validate_paths: Whether to validate solution paths exist Returns: List of Pair objects """ if variants is None: variants = [0] pairs: List[Pair] = [] for problem in problems: problem_name = sanitize_problem_name(problem) for model in models: model_prefix = get_model_prefix(model) for variant_idx in variants: suffix = "" if variant_idx == 0 else f"_{variant_idx}" solution_name = f"{model_prefix}_{problem_name}{suffix}" if validate_paths and solutions_dir: solution_path = solutions_dir / solution_name if not solution_path.exists(): continue pairs.append(Pair(solution=solution_name, problem=problem)) return pairs def read_pairs_file(path: Path) -> List[Pair]: """ Read pairs from a pairs file. Format: one pair per line as "solution:problem" Lines starting with # are comments. """ pairs: List[Pair] = [] with path.open("r", encoding="utf-8") as f: for line in f: stripped = line.strip() if not stripped or stripped.startswith("#"): continue if ":" not in stripped: raise ValueError(f"Invalid pair line (expected solution:problem): {stripped}") solution, problem = stripped.split(":", 1) pairs.append(Pair(solution=solution.strip(), problem=problem.strip())) return pairs def read_problems_file(path: Path) -> List[str]: """Read problems from a problems file (one per line).""" problems: List[str] = [] with path.open("r", encoding="utf-8") as f: for line in f: stripped = line.strip() if not stripped or stripped.startswith("#"): continue # Normalize: remove 'research/' prefix if present if stripped.startswith("research/"): stripped = stripped[len("research/"):] problems.append(stripped) return problems def read_models_file(path: Path) -> List[str]: """Read models from a models file (one per line).""" models: List[str] = [] with path.open("r", encoding="utf-8") as f: for line in f: stripped = line.strip() if not stripped or stripped.startswith("#"): continue models.append(stripped) return models def read_variants_file(path: Path) -> List[int]: """Read variant indices from a file (one per line).""" variants: List[int] = [] if not path.exists(): return [0] # Default: just index 0 (no suffix) with path.open("r", encoding="utf-8") as f: for line in f: stripped = line.strip() if not stripped or stripped.startswith("#"): continue try: variants.append(int(stripped)) except ValueError: pass return variants if variants else [0] def read_solution_config(solution_dir: Path) -> Optional[str]: """ Read problem from a solution's config.yaml. Returns: Problem path (e.g., "flash_attn") or None if not found. """ config_file = solution_dir / "config.yaml" if not config_file.exists(): return None try: import yaml with config_file.open("r", encoding="utf-8") as f: config = yaml.safe_load(f) if config and isinstance(config, dict): return config.get("problem") except Exception: # Fallback: simple parsing for "problem: value" try: content = config_file.read_text(encoding="utf-8") for line in content.splitlines(): line = line.strip() if line.startswith("problem:"): return line.split(":", 1)[1].strip() except Exception: pass return None def scan_solutions_dir(solutions_dir: Path) -> List[Pair]: """ Scan solutions directory and build pairs from config.yaml files. Args: solutions_dir: Path to solutions directory Returns: List of Pair objects for solutions that have valid config.yaml """ pairs: List[Pair] = [] if not solutions_dir.is_dir(): return pairs for solution_path in sorted(solutions_dir.iterdir()): if not solution_path.is_dir() or solution_path.name.startswith("."): continue problem = read_solution_config(solution_path) if problem: pairs.append(Pair(solution=solution_path.name, problem=problem)) return pairs