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Timefold's penalize() emits one score axis per constraint, so the 'penalize as hard OR soft based on is_hard' pattern needs two constraints. Each rule type now has _hard (filters is_hard=True, penalises HardSoftScore.ONE_HARD) and _soft (filters is_hard=False, penalises ONE_SOFT × max(weight, 1)). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
280 lines
10 KiB
Python
280 lines
10 KiB
Python
"""Timefold constraint provider for the school timetable.
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Categories:
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* universal hard — no double-booking class/teacher/room. Mandatory.
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* DB-driven — each tt_constraint_* table maps to two constraints here:
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a `_hard` variant filtering rules with is_hard=True (penalised as hard),
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and a `_soft` variant for is_hard=False (penalised as soft, weighted).
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Splitting is required because Timefold's penalize() can only emit one
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score axis per constraint.
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* Quality soft — preferred periods etc. Always soft.
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Hard violations use HardSoftScore.ONE_HARD (one per match). Soft violations
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multiply ONE_SOFT by the rule's weight (0-100).
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"""
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from timefold.solver.score import (
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constraint_provider,
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HardSoftScore,
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ConstraintFactory,
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Constraint,
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Joiners,
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)
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from .domain import Lesson
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from .rules import (
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TeacherUnavailableDayRule, TeacherUnavailableWindowRule, TeacherExcludedRoomRule,
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RoomUnavailableRule, SubjectPreferredPeriodRule, RoomRequiresTypeRule,
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)
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@constraint_provider
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def define_constraints(factory: ConstraintFactory) -> list[Constraint]:
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return [
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# ---------- Universal hard ----------
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_class_conflict(factory),
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_teacher_conflict(factory),
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_room_conflict(factory),
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# ---------- DB-driven (each split hard/soft) ----------
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_teacher_unavailable_day_hard(factory),
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_teacher_unavailable_day_soft(factory),
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_teacher_unavailable_window_hard(factory),
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_teacher_unavailable_window_soft(factory),
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_teacher_excluded_room_hard(factory),
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_teacher_excluded_room_soft(factory),
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_room_unavailable_hard(factory),
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_room_unavailable_soft(factory),
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_room_requires_type_hard(factory),
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_room_requires_type_soft(factory),
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# ---------- Quality soft ----------
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_subject_preferred_period(factory),
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]
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# ==========================================================================
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# Universal hard constraints
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# ==========================================================================
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def _class_conflict(factory: ConstraintFactory) -> Constraint:
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"""A class can't sit in two lessons at once."""
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return (
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factory.for_each_unique_pair(
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Lesson,
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Joiners.equal(lambda l: l.school_class.id),
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Joiners.equal(lambda l: l.timeslot.id if l.timeslot else None),
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)
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.filter(lambda l1, l2: l1.timeslot is not None and l2.timeslot is not None)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("class_conflict")
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)
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def _teacher_conflict(factory: ConstraintFactory) -> Constraint:
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"""A teacher can't run two lessons at once."""
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return (
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factory.for_each_unique_pair(
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Lesson,
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Joiners.equal(lambda l: l.teacher.id),
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Joiners.equal(lambda l: l.timeslot.id if l.timeslot else None),
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)
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.filter(lambda l1, l2: l1.timeslot is not None and l2.timeslot is not None)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("teacher_conflict")
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)
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def _room_conflict(factory: ConstraintFactory) -> Constraint:
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"""A room can't host two lessons at once."""
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return (
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factory.for_each_unique_pair(
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Lesson,
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Joiners.equal(lambda l: l.room.id if l.room else None),
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Joiners.equal(lambda l: l.timeslot.id if l.timeslot else None),
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)
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.filter(lambda l1, l2: l1.room is not None and l2.room is not None
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and l1.timeslot is not None and l2.timeslot is not None)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("room_conflict")
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)
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# ==========================================================================
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# DB-driven constraints — each split into hard + soft variants
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# ==========================================================================
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def _teacher_unavailable_day_hard(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.timeslot is not None)
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.join(
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TeacherUnavailableDayRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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)
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.filter(lambda l, r: r.is_hard)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("teacher_unavailable_day_hard")
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)
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def _teacher_unavailable_day_soft(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.timeslot is not None)
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.join(
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TeacherUnavailableDayRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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)
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.filter(lambda l, r: not r.is_hard)
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("teacher_unavailable_day_soft")
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)
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def _overlaps_window(l, r) -> bool:
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if l.timeslot is None:
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return False
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return l.timeslot.start_time < r.end_time and l.timeslot.end_time > r.start_time
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def _teacher_unavailable_window_hard(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.timeslot is not None)
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.join(
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TeacherUnavailableWindowRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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)
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.filter(lambda l, r: r.is_hard and _overlaps_window(l, r))
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("teacher_unavailable_window_hard")
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)
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def _teacher_unavailable_window_soft(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.timeslot is not None)
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.join(
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TeacherUnavailableWindowRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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)
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.filter(lambda l, r: not r.is_hard and _overlaps_window(l, r))
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("teacher_unavailable_window_soft")
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)
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def _teacher_excluded_room_hard(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None)
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.join(
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TeacherExcludedRoomRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.room.id, lambda r: r.room_id),
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)
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.filter(lambda l, r: r.is_hard)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("teacher_excluded_room_hard")
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)
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def _teacher_excluded_room_soft(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None)
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.join(
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TeacherExcludedRoomRule,
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Joiners.equal(lambda l: l.teacher.id, lambda r: r.teacher_id),
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Joiners.equal(lambda l: l.room.id, lambda r: r.room_id),
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)
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.filter(lambda l, r: not r.is_hard)
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("teacher_excluded_room_soft")
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)
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def _room_unavailable_hard(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None and l.timeslot is not None)
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.join(
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RoomUnavailableRule,
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Joiners.equal(lambda l: l.room.id, lambda r: r.room_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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Joiners.equal(lambda l: l.timeslot.period_index, lambda r: r.period_index),
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)
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.filter(lambda l, r: r.is_hard)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("room_unavailable_hard")
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)
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def _room_unavailable_soft(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None and l.timeslot is not None)
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.join(
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RoomUnavailableRule,
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Joiners.equal(lambda l: l.room.id, lambda r: r.room_id),
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Joiners.equal(lambda l: l.timeslot.day_of_week, lambda r: r.day_of_week),
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Joiners.equal(lambda l: l.timeslot.period_index, lambda r: r.period_index),
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)
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.filter(lambda l, r: not r.is_hard)
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("room_unavailable_soft")
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)
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def _room_requires_type_hard(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None)
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.join(
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RoomRequiresTypeRule,
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Joiners.equal(lambda l: l.subject.id, lambda r: r.subject_id),
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)
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.filter(lambda l, r: r.is_hard and l.room.room_type != r.room_type)
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.penalize(HardSoftScore.ONE_HARD)
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.as_constraint("room_requires_type_hard")
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)
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def _room_requires_type_soft(factory: ConstraintFactory) -> Constraint:
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.room is not None)
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.join(
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RoomRequiresTypeRule,
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Joiners.equal(lambda l: l.subject.id, lambda r: r.subject_id),
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)
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.filter(lambda l, r: not r.is_hard and l.room.room_type != r.room_type)
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("room_requires_type_soft")
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)
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# ==========================================================================
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# Quality soft
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# ==========================================================================
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def _subject_preferred_period(factory: ConstraintFactory) -> Constraint:
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"""Soft penalty when a lesson lands outside the subject's preferred period range."""
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return (
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factory.for_each(Lesson)
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.filter(lambda l: l.timeslot is not None)
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.join(
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SubjectPreferredPeriodRule,
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Joiners.equal(lambda l: l.subject.id, lambda r: r.subject_id),
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)
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.filter(lambda l, r: not (r.period_from <= l.timeslot.period_index <= r.period_to))
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.penalize(HardSoftScore.ONE_SOFT, lambda l, r: max(r.weight, 1))
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.as_constraint("subject_preferred_period")
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)
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