# MIPLearn: Extensible Framework for Learning-Enhanced Mixed-Integer Optimization # Copyright (C) 2020-2021, UChicago Argonne, LLC. All rights reserved. # Released under the modified BSD license. See COPYING.md for more details. from typing import Optional, Dict, Callable, Any, Union, Tuple, TYPE_CHECKING, Hashable from mypy_extensions import TypedDict if TYPE_CHECKING: # noinspection PyUnresolvedReferences from miplearn.solvers.learning import InternalSolver BranchPriorities = Dict[str, Optional[float]] Category = Hashable IterationCallback = Callable[[], bool] LazyCallback = Callable[[Any, Any], None] SolverParams = Dict[str, Any] UserCutCallback = Callable[["InternalSolver", Any], None] VariableName = str Solution = Dict[VariableName, Optional[float]] MIPSolveStats = TypedDict( "MIPSolveStats", { "Lower bound": Optional[float], "MIP log": str, "Nodes": Optional[int], "Sense": str, "Upper bound": Optional[float], "Wallclock time": float, "Warm start value": Optional[float], }, ) LearningSolveStats = TypedDict( "LearningSolveStats", { "Gap": Optional[float], "Instance": Union[str, int], "LP log": str, "LP value": Optional[float], "Lower bound": Optional[float], "MIP log": str, "Mode": str, "Nodes": Optional[int], "Objective: Predicted lower bound": float, "Objective: Predicted upper bound": float, "Primal: Free": int, "Primal: One": int, "Primal: Zero": int, "Sense": str, "Solver": str, "Upper bound": Optional[float], "Wallclock time": float, "Warm start value": Optional[float], "LazyStatic: Removed": int, "LazyStatic: Kept": int, "LazyStatic: Restored": int, "LazyStatic: Iterations": int, "UserCuts: Added ahead-of-time": int, "UserCuts: Added in callback": int, }, total=False, )