Load traces from a file, auto-detecting the format if not specified. Args: input_path: The path to the file. format: Optiona

Move to the next island in round-robin fashion

Generate responses for multiple different prompts in parallel

Parse special 'evolve blocks' from code. These blocks are marked with '# EVOLVE-BLOCK-START' and '# EVOLVE-BLOCK-END' comments. Args:

Retry an async function with exponential backoff on failure. Args: coro: The coroutine function to retry. *args: Positional

Decorator to run a synchronous (blocking) function in an executor (a separate thread). This makes a regular function awaitable and prevents i

Run a single iteration using shared memory database This is optimized for use with persistent worker processes.

Run a synchronous function in an executor with a timeout. Args: func: The synchronous (blocking) function to run. timeout: T

Run a coroutine with a timeout, returning a default value if the timeout is exceeded. Args: coro: The coroutine function to run.

Calculate the sum of numeric values in a metrics dictionary, safely ignoring non-numeric values like strings. Args: metrics: A d

Lazy-initialize the semaphore when first needed.

Set which island is currently being evolved

Convert trace to dictionary format

Backward compatibility - return just metrics

Save the current configuration to a YAML file.

Wait for all currently tracked tasks in the pool to complete.