| """ |
| Utility functions for formatting output |
| """ |
|
|
| from typing import Any, Dict |
|
|
|
|
| def format_metrics_safe(metrics: Dict[str, Any]) -> str: |
| """ |
| Safely format metrics dictionary for logging, handling both numeric and string values. |
| |
| Args: |
| metrics: Dictionary of metric names to values |
| |
| Returns: |
| Formatted string representation of metrics |
| """ |
| if not metrics: |
| return "" |
|
|
| formatted_parts = [] |
| for name, value in metrics.items(): |
| |
| if isinstance(value, (int, float)): |
| try: |
| |
| formatted_parts.append(f"{name}={value:.4f}") |
| except (ValueError, TypeError): |
| |
| formatted_parts.append(f"{name}={value}") |
| else: |
| |
| formatted_parts.append(f"{name}={value}") |
|
|
| return ", ".join(formatted_parts) |
|
|
|
|
| def format_improvement_safe(parent_metrics: Dict[str, Any], child_metrics: Dict[str, Any]) -> str: |
| """ |
| Safely format improvement metrics for logging. |
| |
| Args: |
| parent_metrics: Parent program metrics |
| child_metrics: Child program metrics |
| |
| Returns: |
| Formatted string representation of improvements |
| """ |
| if not parent_metrics or not child_metrics: |
| return "" |
|
|
| improvement_parts = [] |
| for metric, child_value in child_metrics.items(): |
| if metric in parent_metrics: |
| parent_value = parent_metrics[metric] |
| |
| if isinstance(child_value, (int, float)) and isinstance(parent_value, (int, float)): |
| try: |
| diff = child_value - parent_value |
| improvement_parts.append(f"{metric}={diff:+.4f}") |
| except (ValueError, TypeError): |
| |
| continue |
|
|
| return ", ".join(improvement_parts) |
|
|