Sample a program and inspirations for the next evolution step Args: num_inspirations: Number of inspiration programs to sample (defaults to 5 for backward compatibility) Returns: Tuple of (parent_program, inspiration_programs)
(self, num_inspirations: Optional[int] = None)
| 380 | return self.programs.get(program_id) |
| 381 | |
| 382 | def sample(self, num_inspirations: Optional[int] = None) -> Tuple[Program, List[Program]]: |
| 383 | """ |
| 384 | Sample a program and inspirations for the next evolution step |
| 385 | |
| 386 | Args: |
| 387 | num_inspirations: Number of inspiration programs to sample (defaults to 5 for backward compatibility) |
| 388 | |
| 389 | Returns: |
| 390 | Tuple of (parent_program, inspiration_programs) |
| 391 | """ |
| 392 | # Select parent program |
| 393 | parent = self._sample_parent() |
| 394 | |
| 395 | # Select inspirations |
| 396 | if num_inspirations is None: |
| 397 | num_inspirations = 5 # Default for backward compatibility |
| 398 | inspirations = self._sample_inspirations(parent, n=num_inspirations) |
| 399 | |
| 400 | logger.debug(f"Sampled parent {parent.id} and {len(inspirations)} inspirations") |
| 401 | return parent, inspirations |
| 402 | |
| 403 | def sample_from_island( |
| 404 | self, island_id: int, num_inspirations: Optional[int] = None |