mirror of
https://github.com/ANL-CEEESA/MIPLearn.git
synced 2025-12-06 09:28:51 -06:00
Make internal_solvers into a fixture
This commit is contained in:
@@ -1,3 +1,18 @@
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# MIPLearn: Extensible Framework for Learning-Enhanced Mixed-Integer Optimization
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# MIPLearn: Extensible Framework for Learning-Enhanced Mixed-Integer Optimization
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# Copyright (C) 2020-2021, UChicago Argonne, LLC. All rights reserved.
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# Copyright (C) 2020-2021, UChicago Argonne, LLC. All rights reserved.
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# Released under the modified BSD license. See COPYING.md for more details.
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# Released under the modified BSD license. See COPYING.md for more details.
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from typing import List
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import pytest
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from miplearn import InternalSolver, GurobiPyomoSolver, GurobiSolver
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from miplearn.solvers.pyomo.xpress import XpressPyomoSolver
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@pytest.fixture
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def internal_solvers() -> List[InternalSolver]:
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return [
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GurobiPyomoSolver(),
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GurobiSolver(),
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XpressPyomoSolver(),
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]
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@@ -3,15 +3,12 @@
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# Released under the modified BSD license. See COPYING.md for more details.
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# Released under the modified BSD license. See COPYING.md for more details.
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from inspect import isclass
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from inspect import isclass
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from typing import List, Callable, Any
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from typing import Any
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from miplearn.instance.base import Instance
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from miplearn.instance.base import Instance
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from miplearn.problems.knapsack import KnapsackInstance, GurobiKnapsackInstance
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from miplearn.problems.knapsack import KnapsackInstance, GurobiKnapsackInstance
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.internal import InternalSolver
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from miplearn.solvers.pyomo.base import BasePyomoSolver
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from miplearn.solvers.pyomo.base import BasePyomoSolver
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from miplearn.solvers.pyomo.gurobi import GurobiPyomoSolver
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from miplearn.solvers.pyomo.xpress import XpressPyomoSolver
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def _is_subclass_or_instance(obj: Any, parent_class: Any) -> bool:
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def _is_subclass_or_instance(obj: Any, parent_class: Any) -> bool:
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@@ -34,11 +31,3 @@ def _get_knapsack_instance(solver: Any) -> Instance:
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capacity=67.0,
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capacity=67.0,
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)
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)
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assert False
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assert False
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def get_internal_solvers() -> List[InternalSolver]:
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return [
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GurobiPyomoSolver(),
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GurobiSolver(),
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XpressPyomoSolver(),
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]
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@@ -4,17 +4,19 @@
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import logging
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import logging
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from io import StringIO
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from io import StringIO
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from typing import List
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from warnings import warn
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from warnings import warn
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import pyomo.environ as pe
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import pyomo.environ as pe
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from miplearn import InternalSolver
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from miplearn.solvers import _RedirectOutput
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from miplearn.solvers import _RedirectOutput
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.pyomo.base import BasePyomoSolver
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from miplearn.solvers.pyomo.base import BasePyomoSolver
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from . import (
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from . import _get_knapsack_instance
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_get_knapsack_instance,
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get_internal_solvers,
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# noinspection PyUnresolvedReferences
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)
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from .. import internal_solvers
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from ..fixtures.infeasible import get_infeasible_instance
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from ..fixtures.infeasible import get_infeasible_instance
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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@@ -31,8 +33,10 @@ def test_redirect_output() -> None:
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assert io.getvalue() == "Hello world\n"
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assert io.getvalue() == "Hello world\n"
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def test_internal_solver_warm_starts() -> None:
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def test_internal_solver_warm_starts(
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for solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for solver in internal_solvers:
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logger.info("Solver: %s" % solver)
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logger.info("Solver: %s" % solver)
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instance = _get_knapsack_instance(solver)
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instance = _get_knapsack_instance(solver)
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model = instance.to_model()
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model = instance.to_model()
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@@ -54,8 +58,10 @@ def test_internal_solver_warm_starts() -> None:
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assert stats["Upper bound"] == 725.0
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assert stats["Upper bound"] == 725.0
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def test_internal_solver() -> None:
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def test_internal_solver(
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for solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for solver in internal_solvers:
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logger.info("Solver: %s" % solver)
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logger.info("Solver: %s" % solver)
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instance = _get_knapsack_instance(solver)
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instance = _get_knapsack_instance(solver)
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@@ -159,8 +165,10 @@ def test_internal_solver() -> None:
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assert round(solver.get_dual("eq_capacity")) == 0.0
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assert round(solver.get_dual("eq_capacity")) == 0.0
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def test_relax() -> None:
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def test_relax(
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for solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for solver in internal_solvers:
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instance = _get_knapsack_instance(solver)
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instance = _get_knapsack_instance(solver)
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solver.set_instance(instance)
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solver.set_instance(instance)
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solver.relax()
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solver.relax()
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@@ -169,8 +177,10 @@ def test_relax() -> None:
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assert round(stats["Lower bound"]) == 1288.0
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assert round(stats["Lower bound"]) == 1288.0
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def test_infeasible_instance() -> None:
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def test_infeasible_instance(
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for solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for solver in internal_solvers:
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instance = get_infeasible_instance(solver)
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instance = get_infeasible_instance(solver)
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solver.set_instance(instance)
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solver.set_instance(instance)
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mip_stats = solver.solve()
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mip_stats = solver.solve()
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@@ -185,8 +195,10 @@ def test_infeasible_instance() -> None:
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assert lp_stats["LP value"] is None
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assert lp_stats["LP value"] is None
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def test_iteration_cb() -> None:
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def test_iteration_cb(
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for solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for solver in internal_solvers:
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logger.info("Solver: %s" % solver)
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logger.info("Solver: %s" % solver)
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instance = _get_knapsack_instance(solver)
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instance = _get_knapsack_instance(solver)
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solver.set_instance(instance)
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solver.set_instance(instance)
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@@ -9,18 +9,23 @@ from typing import List, cast
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import dill
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import dill
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from miplearn import Instance
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from miplearn import Instance, InternalSolver
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from miplearn.instance.picklegz import PickleGzInstance, write_pickle_gz, read_pickle_gz
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from miplearn.instance.picklegz import PickleGzInstance, write_pickle_gz, read_pickle_gz
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.gurobi import GurobiSolver
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from miplearn.solvers.learning import LearningSolver
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from miplearn.solvers.learning import LearningSolver
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from . import _get_knapsack_instance, get_internal_solvers
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from . import _get_knapsack_instance
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# noinspection PyUnresolvedReferences
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from tests import internal_solvers
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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def test_learning_solver() -> None:
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def test_learning_solver(
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internal_solvers: List[InternalSolver],
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) -> None:
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for mode in ["exact", "heuristic"]:
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for mode in ["exact", "heuristic"]:
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for internal_solver in get_internal_solvers():
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for internal_solver in internal_solvers:
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logger.info("Solver: %s" % internal_solver)
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logger.info("Solver: %s" % internal_solver)
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instance = _get_knapsack_instance(internal_solver)
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instance = _get_knapsack_instance(internal_solver)
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solver = LearningSolver(
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solver = LearningSolver(
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@@ -61,8 +66,10 @@ def test_learning_solver() -> None:
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dill.dump(solver, file)
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dill.dump(solver, file)
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def test_solve_without_lp() -> None:
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def test_solve_without_lp(
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for internal_solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for internal_solver in internal_solvers:
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logger.info("Solver: %s" % internal_solver)
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logger.info("Solver: %s" % internal_solver)
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instance = _get_knapsack_instance(internal_solver)
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instance = _get_knapsack_instance(internal_solver)
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solver = LearningSolver(
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solver = LearningSolver(
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@@ -74,8 +81,10 @@ def test_solve_without_lp() -> None:
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solver.solve(instance)
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solver.solve(instance)
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def test_parallel_solve() -> None:
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def test_parallel_solve(
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for internal_solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for internal_solver in internal_solvers:
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instances = [_get_knapsack_instance(internal_solver) for _ in range(10)]
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instances = [_get_knapsack_instance(internal_solver) for _ in range(10)]
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solver = LearningSolver(solver=internal_solver)
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solver = LearningSolver(solver=internal_solver)
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results = solver.parallel_solve(instances, n_jobs=3)
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results = solver.parallel_solve(instances, n_jobs=3)
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@@ -86,8 +95,10 @@ def test_parallel_solve() -> None:
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assert len(data.solution.keys()) == 4
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assert len(data.solution.keys()) == 4
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def test_solve_fit_from_disk() -> None:
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def test_solve_fit_from_disk(
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for internal_solver in get_internal_solvers():
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internal_solvers: List[InternalSolver],
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) -> None:
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for internal_solver in internal_solvers:
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# Create instances and pickle them
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# Create instances and pickle them
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instances: List[Instance] = []
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instances: List[Instance] = []
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for k in range(3):
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for k in range(3):
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