optiwindnet.baselines.hgs ========================= .. py:module:: optiwindnet.baselines.hgs Module Contents --------------- .. py:function:: hgs_cvrp(A: networkx.Graph, *, capacity: float, time_limit: float, vehicles: int | None = None, seed: int | None = None, keep_log: bool = False, repair: bool = True, max_retries: int = 10, balanced: bool = False, log_callback: Callable | None = None) -> networkx.Graph Solves the OCVRP using HGS-CVRP with links from `A`. Wraps HybGenSea, which provides bindings to the HGS-CVRP library (Hybrid Genetic Search solver for Capacitated Vehicle Routing Problems). This function uses it to solve an Open-CVRP i.e., vehicles do not return to the depot. Normalization of input graph is recommended before calling this function. For single-root problems, the solver runs on the full graph. For multi-root problems, the graph is clustered and each cluster is solved concurrently. For multi-root instances, the vehicles (feeders) parameter can only be left undefined (meaning unlimited) or set to the minimum feasible value. Attempting to set other values will result in a warning and the minimum being used. If ``repair=True`` (the default), the solution is iteratively repaired until no crossings remain (or ``max_retries`` is reached). This may cause the actual runtime to be up to (max_retries + 1) times the given time_limit. :param A: graph with allowed edges (if it has 0 edges, use complete graph) :param capacity: maximum vehicle capacity :param time_limit: [s] solver run time limit :param vehicles: number of vehicles (if None, let HGS-CVRP decide; ignored for multi-root problems) :param seed: random seed for reproducibility :param keep_log: attach solver log to the solution graph :param repair: iteratively fix crossings (default True) :param max_retries: maximum repair iterations :param balanced: balance loads across feeders (multi-root only) :param log_callback: callback to receive each log line produced by HGS-CVRP (only for single-root instances) :returns: Solution topology S .. py:function:: iterative_hgs_cvrp(A: networkx.Graph, *, capacity: float, time_limit: float, vehicles: int | None = None, seed: int | None = None, max_retries: int = 10, keep_log: bool = False, complete: bool = False) -> networkx.Graph DEPRECATED: Backward-compatible alias of `hgs_cvrp()`, use it instead. .. py:function:: hgs_multiroot(A: networkx.Graph, *, capacity: int, time_limit: float, balanced: bool = False, seed: int | None = None, keep_log: bool = False) -> networkx.Graph DEPRECATED: Backward-compatible alias of `hgs_cvrp()`, use it instead.