Ross
4942 lines
199 KiB
Python
4942 lines
199 KiB
Python
from calendar import week
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import datetime
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import itertools
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from typing import Dict, Iterable, List, Sequence, Tuple, Set, Any, Type, Literal, Optional
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import time
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from pydantic import BaseModel, ConfigDict, Extra, constr, field_validator, model_validator, StrictInt, Field
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from pathlib import Path
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import uuid
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import datetime
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from pyomo.environ import *
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from pyomo.opt import SolverFactory, TerminationCondition, SolverStatus
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import urllib.parse
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from rota_generator.workers import Worker
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from rota_generator.console import console
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from rota_generator.bank_holidays import bank_holiday_map
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import json
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import csv
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from collections import defaultdict
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from io import StringIO
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import sys
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from rich.pretty import pprint
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from rich.progress import track
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from rich.panel import Panel
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from rich import print
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from loguru import logger
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logger.add("rota.log", rotation="1 MB", level="DEBUG")
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ShiftName = str
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DayStr = str
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WeekInt = int
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days = ["Mon", "Tue", "Wed", "Thu", "Fri", "Sat", "Sun"]
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full_weekend_count = 2
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SHIFT_BOUNDS = {
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"bank_holiday": (0, 9),
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"shift_count": (0, 400),
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"night_shift_count": (0, 100),
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"weekend_count": (0, 60),
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}
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#VALID_SHIFT_CONSTRAINTS = Literal[
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# "night",
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# "pre",
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# "post",
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# "balance_across_groups",
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# "limit_grade_number",
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# "minimum_grade_number",
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# "max_shifts_per_week",
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# "max_shifts_per_week_block",
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# "require_remote_site_presence",
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# "require_remote_site_presence_week",
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#]
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class BaseShiftConstraint(BaseModel):
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weeks: Optional[List[int]] = None
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start_date: Optional[datetime.date] = None
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end_date: Optional[datetime.date] = None
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model_config = ConfigDict(arbitrary_types_allowed=True, extra="forbid")
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@field_validator("weeks")
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def weeks_none_if_dates_set(cls, weeks, values):
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data = values.data
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if (data.get("start_date") is not None or data.get("end_date") is not None) and weeks is not None:
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raise ValueError("If start_date or end_date is set, weeks must not be set")
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return weeks
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#class ShiftConstraint(BaseShiftConstraint):
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# name: str
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# options: Any = None
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class NightConstraint(BaseShiftConstraint):
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options: Any = None
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class PreShiftConstraint(BaseShiftConstraint):
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days: Any = None
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ignore_shifts: List[str] = []
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exclude_days: List[str] = []
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allow_self: bool = True
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class PostShiftConstraint(BaseShiftConstraint):
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days: Any = None
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ignore_shifts: List[str] = []
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exclude_days: List[str] = []
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allow_self: bool = True
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class BalanceAcrossGroupsConstraint(BaseShiftConstraint):
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""""""
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class MinSummedGradeByShiftsPerDayConstraint(BaseShiftConstraint):
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shifts: List[str] = Field(..., description="List of shift names to sum grades over")
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min_grade_sum: int = Field(..., description="Minimum total grade required")
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days: Optional[List[str]] = None
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class LimitGradeNumberConstraint(BaseShiftConstraint):
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grade: int
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max_number: int
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class MinimumGradeNumberConstraint(BaseShiftConstraint):
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grade: int
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min_number: int
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class RequireRemoteSitePresenceConstraint(BaseShiftConstraint):
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site: str
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required_number: int
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class MaxShiftsPerWeekConstraint(BaseShiftConstraint):
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max_shifts: int | None = None
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class MaxShiftsPerWeekBlockConstraint(BaseShiftConstraint):
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week_block : int
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max_shifts: int | None = None
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def _pydantic_to_dict(obj):
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if isinstance(obj, list):
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return [_pydantic_to_dict(x) for x in obj]
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if hasattr(obj, "model_dump"):
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return obj.model_dump()
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return obj
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class WorkerRequirement(BaseModel):
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"""
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start date is inclusive, end date is not
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"""
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# NOTE: if number is changed mid week block allocations may not work?
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number: int = 1
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start_date: datetime.date | None = None
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end_date: datetime.date | None = None
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@model_validator(mode="after")
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def check_dates(self):
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if self.start_date is not None and self.end_date is not None:
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if self.start_date > self.end_date:
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raise ValueError("Start date must be before end date")
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return self
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class SingleShift(BaseModel):
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"""Class to hold all details for a shift
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start_date: The day that the shift starts on
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end_date: The day that the shift ends on (the last day it should be rota'd for)
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Due to week block assigments these (probably) need to be week ba
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Valid constraints
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balance_across_groups (requires block assignment)
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post / pre clear
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require_remote_site_presence_week:
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options: (site, required_number)
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night
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limit_grade_number:
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options: {grade: max_number, grade2: max_number2}
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minimum_grade_number:
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options: (grade, min_number)
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"""
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sites: List[str]
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name: str
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length: float
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days: str | list[str]
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balance_offset: float | None = None
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balance_weighting: float = 1
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workers_required: StrictInt | list[WorkerRequirement] = 1
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rota_on_nwds: bool = False
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assign_as_block: bool = False
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force_as_block: bool = False
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force_as_block_unless_nwd: bool = False
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hard_constrain_shift: bool = True
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bank_holidays_only: bool = False
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#constraint: list[ShiftConstraint] = []
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constraints: List[BaseModel] = Field(default_factory=list)
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start_date: datetime.date | None = None
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end_date: datetime.date | None = None
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pair_proxy: bool = False
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display_char: str | None = None # Add this line
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force_assign_with: list[str] = [] # List of shift names to force assign with this shift on the same day
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model_config = ConfigDict(
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extra="allow",
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# orm_mode = True
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)
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def __init__(self, **data: Any):
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if "constraint" in data:
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raise ValueError(
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"The 'constraint' field on SingleShift has been deprecated and removed. "
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"Please use the 'constraints' field with Pydantic constraint models instead."
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)
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super().__init__(**data)
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# self.site = sites
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# self.name = name
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# self.length = length
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# self.days = days
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# self.balance_by_site = balance_by_site
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# balance_offset defines the max difference in allocated shifts
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# versus target shifts (hard constraint)
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# if 0 exactly equal shifts must be assigend (unlikely to be possible)
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if self.display_char is not None and len(self.display_char) > 1:
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raise ValueError("display_char must be a single character or None")
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if self.balance_offset is None:
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self.balance_offset = len(self.days)
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if self.force_as_block_unless_nwd:
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self.assign_as_block = True
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# self.assign_as_block = assign_as_block
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#self.constraint_options = {}
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#self.constraints = []
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#for c in self.constraint:
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# self.constraints.append(c.name)
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# if c.options:
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# self.constraint_options[c.name] = c.options
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# constraint = c.constraint
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# match c:
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# case (constraint, options):
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# self.constraint_options[constraint] = options
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# case constraint:
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# self.constraints.append(constraint)
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if isinstance(self.days, str):
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self.days = [self.days]
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def __str__(self):
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return (
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f"name: {self.name}, "
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f"sites: {self.sites}, "
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f"length: {self.length}, "
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f"balance_weighting: {self.balance_weighting}, "
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f"balance_offset: {self.balance_offset}, "
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f"hard_constrain_shift: {self.hard_constrain_shift}, "
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f"workers_required: {self.workers_required}, "
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f"rota_on_nwds: {self.rota_on_nwds}, "
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f"assign_as_block: {self.assign_as_block}, "
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f"force_as_block: {self.force_as_block}, "
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f"constraints: {self.constraints}"
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)
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def has_constraint(self, constraint: Type) -> bool:
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for c in self.constraints:
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if isinstance(c, constraint):
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return True
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return False
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def get_constraint(self, constraint: Type) -> BaseShiftConstraint | None:
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for c in self.constraints:
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if isinstance(c, constraint):
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return c
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return None
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def get_constraints(self, constraint: Type) -> list[BaseShiftConstraint]:
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return [c for c in self.constraints if isinstance(c, constraint)]
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def get_shift_summary(self):
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"""
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Returns a text summary of the shift
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"""
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return f"{self.name}: {self.workers_required} workers for sites ({', '.join(self.site)}) on days ({', '.join(self.days)})"
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def get_shift_number(self):
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return len(self.days)
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def get_worker_requirement_by_date(self, date: datetime.date):
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"""Must be called after build_shifts
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Returns the number of workers required for a given date
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If none are required 0 is returned"""
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if isinstance(self.workers_required, int):
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return self.workers_required
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for wr in self.workers_required:
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# print(date, wr)
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if wr.start_date <= date < wr.end_date:
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return wr.number
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return 0
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def get_display_char(self):
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"""Returns the display character for the shift"""
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if self.display_char is not None:
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return self.display_char
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return self.name[0]
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class RotaBuilder(object):
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"""Class to hold and manipulate shifts"""
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def __init__(
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self,
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start_date: datetime.date = datetime.date.today(),
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weeks_to_rota: int = 26,
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balance_offset_modifier: int = 1,
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ltft_balance_offset: int = 1,
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use_previous_shifts: bool = False,
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use_shift_balance_extra: bool = False,
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use_bank_holiday_extra: bool = False,
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allow_force_assignment_with_leave_conflict: bool = False,
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SHIFT_BOUNDS=SHIFT_BOUNDS,
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name: str = "",
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bank_holidays: dict[datetime.date, str] = bank_holiday_map,
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):
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self.name = name
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console.print(
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Panel(
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f"""[white]
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{locals()}
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""",
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style="green",
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title=f"Generating Rota: {name}",
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),
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justify="left",
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)
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self.SHIFT_BOUNDS = SHIFT_BOUNDS
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self.shifts: List[SingleShift] = [] # type List[SingleShift]
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# self.allowed_multi_shift_sets: list[set[str]] = []
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self.use_previous_shifts = use_previous_shifts
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self.use_shift_balance_extra = use_shift_balance_extra
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self.use_bank_holiday_extra = use_bank_holiday_extra
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self.workers: list[Worker] = []
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# self.night_blocks = ["weekday", "weekend", "none"]
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self.sites: set = set()
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self.balance_offset_modifier = balance_offset_modifier
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self.ltft_balance_offset = ltft_balance_offset
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self.constraint_options = {
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"balance_nights": True,
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"constrain_time_off_after_nights": False,
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"balance_nights_across_sites": True,
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"balance_bank_holidays": True,
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"balance_blocks": True,
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"balance_shifts": True, # Does not use a quadratic function
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"balance_shifts_true_quadratic": False, # Does not use a quadratic function
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"balance_shifts_quadratic": False, # Will prevent spreading of spreading across different shifts
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"balance_shifts_over_workers": True,
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"minimise_shift_diffs": False, # less sophisticated version of balance_shifts_over_workers
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"maximum_allowed_shift_diff": None,
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"balance_weekends": True,
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"max_weekends": 100,
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# Don't assign multiple shifts every (n) weeks
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"max_weekend_frequency": 1, # Requires balance weekends
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# Don't assign multiple shifts every (n) weeks
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"max_night_frequency": 1,
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"max_night_frequency_week_exclusions": [],
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"max_shifts_per_week": 7,
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"max_shifts_per_month": 40,
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"max_days_per_week_block": [],
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#"max_days_per_week_block": [(3, 2)], # (max_days, week_block)
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# The following will cause an unsolvable problem if a shift
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# is forced as a block and spans the time peroid
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"prevent_monday_after_full_weekends": [],
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"prevent_monday_and_tuesday_after_full_weekends": [],
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"prevent_fridays_before_full_weekends": [],
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"prevent_thursdays_before_full_weekends": [],
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"hard_constrain_pair_separation": False,
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"avoid_shifts_by_grades": [],
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"avoid_shifts_by_worker_names": [],
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"allocate_locum_shifts": True,
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"distribute_locum_shifts": True,
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"balance_locum_shifts": False,
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"maximum_allowed_locum_shifts_per_worker": None,
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"minimum_allowed_locum_shifts_per_worker": None,
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}
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self.constraint_options["min_summed_grade_by_shifts_per_day"]: List[MinSummedGradeByShiftsPerDayConstraint] = []
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self.terminate_on_warning = [
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"Worker/duplicate id",
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"Worker/duplicate name",
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"Worker/no valid shifts",
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"Shift/invalid start date",
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"Shift/invalid end date",
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"Locum/no locum availability",
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#"Force assignment/leave conflict", # Currently will always be infeasible
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]
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self.results = None
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self.warnings: list[tuple[str, str]] = []
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self.ignore_valid_shifts = False
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self.set_rota_dates(start_date, weeks_to_rota)
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self.run_start_time: datetime.datetime | None = None
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self.run_end_time: datetime.datetime | None = None
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self.allow_force_assignment_with_leave_conflict = allow_force_assignment_with_leave_conflict
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self.bank_holidays = bank_holidays
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self.paired_shifts = []
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self.exported_rota_file = None
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self.enable_unavailabilities = True
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self.MAX_SHIFTS_PER_DAY = 2
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def set_rota_constraint(self, constraint: str, value: Any):
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if constraint not in self.constraint_options:
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raise ValueError(f"Constraint {constraint} not valid")
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self.constraint_options[constraint] = value
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def set_rota_dates(self, start_date: datetime.date, weeks_to_rota: int):
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self.weeks_to_rota = weeks_to_rota
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self.days = days
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self.weeks = [i for i in range(1, weeks_to_rota + 1)]
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self.weeks_days_product = list(itertools.product(self.weeks, days))
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if start_date.weekday() != 0:
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raise ValueError(
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f"Start date {start_date.isoformat()} must be a Mon (not a {days[start_date.weekday()]})"
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)
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self.start_date = start_date
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self.rota_days_length = len(self.weeks) * 7
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self.rota_end_date = self.start_date + datetime.timedelta(self.rota_days_length)
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console.print(
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f"Weeks to rota: {weeks_to_rota} ({self.start_date} - {self.rota_end_date})"
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)
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# Generate a map for week, day combinations to a given date
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self.week_day_date_map = {}
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self.date_week_day_map = {}
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n: int = 0
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for week, day in self.get_week_day_combinations():
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d = self.start_date + datetime.timedelta(n)
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self.week_day_date_map[(week, day)] = d
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self.date_week_day_map[d] = (week, day)
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n = n + 1
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self.unavailable_to_work = set()
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self.unavailable_to_work_reason = {}
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self.pref_not_to_work = {}
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self.pref_not_to_work_reason = {}
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self.work_requests: set[
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Tuple[str | uuid.UUID | int, WeekInt, DayStr, ShiftName]
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] = set()
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self.work_requests_map = {}
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self.locum_availability: set[
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Tuple[str | uuid.UUID | int, WeekInt, DayStr, ShiftName]
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] = set()
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self.locum_availability_map = {}
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def solve_model(
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self,
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solver: str = "appsi_highs",
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options: dict = {},
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debug_if_fail: bool = False,
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):
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console.print("Setting up solver")
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console.print(f"{options=}")
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if solver == "scip":
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if "seconds" in options:
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options["limits/time"] = options.pop("seconds")
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if "ratio" in options:
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options["limits/gap"] = options.pop("ratio")
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if "threads" in options:
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options.pop("threads")
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self.opt = SolverFactory(solver, executable="scip")
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elif solver == "appsi_highs":
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self.opt = SolverFactory(solver)
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if "seconds" in options:
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options["time_limit"] = options.pop("seconds")
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if "ratio" in options:
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options["mip_rel_gap"] = options.pop("ratio")
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else:
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self.opt = SolverFactory(solver)
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try:
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console.print("Solving")
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console.print(f"Options: {options}")
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log_file = f"logs/{self.name}_{datetime.datetime.now().strftime('%Y%m%d-%H%M%S')}.log"
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results = self.opt.solve(
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|
self.model,
|
|
tee=True,
|
|
options=options,
|
|
# options={
|
|
# "threads": 10,
|
|
# },
|
|
# logfile=log_file,
|
|
keepfiles=True,
|
|
load_solutions=False,
|
|
)
|
|
except KeyboardInterrupt:
|
|
return
|
|
pass
|
|
|
|
if (
|
|
not results.solver.termination_condition == TerminationCondition.infeasible
|
|
# and not results.solver.status == SolverStatus.aborted
|
|
):
|
|
self.model.solutions.load_from(results)
|
|
|
|
self.results = results
|
|
|
|
console.print(f"Complete - outcome: {results.solver.status}")
|
|
console.print(f"Termination condition: {results.solver.termination_condition}")
|
|
|
|
if results.solver.status != "ok" and debug_if_fail:
|
|
console.print(f"Attempting each shift individually")
|
|
self.solve_shifts_individually(options)
|
|
|
|
# if not results.solver.status:
|
|
# sys.exit(0)
|
|
|
|
def solve_shifts_by_block(self, options, block_length: int, folder="block_shifts"):
|
|
shifts = self.shifts
|
|
|
|
outcomes = {}
|
|
|
|
no_blocks = self.weeks_to_rota - block_length
|
|
|
|
original_start_date = self.start_date
|
|
|
|
for block in range(0, no_blocks):
|
|
start_time = time.time()
|
|
start_date = original_start_date + datetime.timedelta(weeks=block)
|
|
self.set_rota_dates(start_date=start_date, weeks_to_rota=block_length)
|
|
console.print(
|
|
f"Testing block: start_date - {self.start_date} , length {self.weeks_to_rota} weeks"
|
|
)
|
|
self.clear_shifts()
|
|
self.add_shifts(*shifts)
|
|
self.build_and_solve(options)
|
|
self.export_rota_to_html(
|
|
filename=f"{start_date}_{self.weeks_to_rota}", folder=folder
|
|
)
|
|
end_time = time.time()
|
|
time_taken = end_time - start_time
|
|
|
|
outcomes[f"{start_date}_{self.weeks}"] = (
|
|
self.results.solver.status,
|
|
self.results.solver.termination_condition,
|
|
time_taken,
|
|
)
|
|
|
|
console.print(outcomes)
|
|
sys.exit(0)
|
|
|
|
def solve_shifts_individually(self, options, folder="individual_shifts"):
|
|
shifts = self.shifts
|
|
|
|
outcomes = {}
|
|
|
|
for shift in shifts:
|
|
console.print(f"Testing shifts: {shift.name}")
|
|
self.ignore_valid_shifts = True
|
|
self.clear_shifts()
|
|
self.add_shift(shift)
|
|
self.build_and_solve(options)
|
|
self.export_rota_to_html(filename=shift.name, folder=folder)
|
|
|
|
outcomes[shift.name] = (
|
|
self.results.solver.status,
|
|
self.results.solver.termination_condition,
|
|
)
|
|
|
|
console.print(outcomes)
|
|
|
|
def build_and_solve(
|
|
self,
|
|
options={"ratio": 0.1, "seconds": 1000, "threads": 10},
|
|
solve=True,
|
|
debug_if_fail: bool = False,
|
|
export=False,
|
|
export_with_timestamp=False,
|
|
solver="appsi_highs",
|
|
):
|
|
self.run_start_time = datetime.datetime.now()
|
|
|
|
self.build_shifts()
|
|
self.build_workers()
|
|
self.build_model()
|
|
|
|
console.print("Building model")
|
|
console.print(f"{options=}")
|
|
|
|
if solve:
|
|
self.solve_model(
|
|
options=options, debug_if_fail=debug_if_fail, solver=solver
|
|
)
|
|
|
|
self.run_end_time = datetime.datetime.now()
|
|
|
|
if export:
|
|
self.export_rota_to_html(self.name, timestamp_filename=export_with_timestamp)
|
|
|
|
def build_model(self):
|
|
# Initialize model
|
|
self.model = ConcreteModel()
|
|
|
|
# binary variables representing if a worker is scheduled somewhere
|
|
# NOTE: this will assign to all possible shift combinations (which we probably don't want)
|
|
self.model.works = Var(
|
|
(
|
|
(worker.id, week, day, shiftname)
|
|
for worker in self.workers
|
|
for week, day, shiftname in self.get_all_shiftname_combinations()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.works_day = Var(
|
|
(
|
|
(worker.id, week, day)
|
|
for worker in self.workers
|
|
for week, day in self.get_week_day_combinations()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.shift_week_worker_assigned = Var(
|
|
(
|
|
(shift, week, worker.id)
|
|
for worker in self.workers
|
|
for week in self.weeks
|
|
for shift in self.get_shift_names()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.blocks_worker_shift_assigned = Var(
|
|
(
|
|
(worker.id, week, shift)
|
|
for worker, week, shift in self.worker_week_shifts_to_assign_as_blocks()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.blocks_assigned = Var(
|
|
(
|
|
(week, shift)
|
|
for week, shift in self.week_shifts_to_assign_as_blocks()
|
|
),
|
|
within=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
if self.constraint_options["balance_bank_holidays"]:
|
|
# Bank holidays
|
|
self.model.bank_holiday_count = Var(
|
|
((worker.id) for worker in self.workers),
|
|
within=NonNegativeIntegers,
|
|
initialize=0,
|
|
bounds=self.SHIFT_BOUNDS["bank_holiday"],
|
|
)
|
|
self.model.bank_holiday_count_w = Var(
|
|
((worker.id) for worker in self.workers),
|
|
within=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.multi_shift_together = Var(
|
|
(
|
|
(worker.id, week, day, idx)
|
|
for worker in self.workers
|
|
for week, day in self.get_week_day_combinations()
|
|
for idx, allowed_set in enumerate(
|
|
getattr(worker, "allowed_multi_shift_sets", [])
|
|
)
|
|
if allowed_set.issubset(self.get_shift_names_by_week_day(week, day))
|
|
),
|
|
domain=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
# Used to limit number of workers on night shift per site
|
|
# if we force a binary it will in effect hard constrain to < 2
|
|
# from a single site
|
|
if self.constraint_options["balance_nights_across_sites"]:
|
|
self.model.night_per_site = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(NightConstraint)
|
|
),
|
|
# within=Binary,
|
|
within=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.night_per_site_t1 = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(NightConstraint)
|
|
),
|
|
domain=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
self.model.night_per_site_t2 = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(NightConstraint)
|
|
),
|
|
domain=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
# Replacement for balance_nights_across_sites
|
|
self.model.shift_per_site = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint)
|
|
),
|
|
# within=Binary,
|
|
within=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.shift_per_site_t1 = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint)
|
|
),
|
|
domain=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
self.model.shift_per_site_t2 = Var(
|
|
(
|
|
(week, shift.name, site)
|
|
for site in self.sites
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint)
|
|
),
|
|
domain=NonNegativeIntegers,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.shift_count = Var(
|
|
(
|
|
(worker.id, shift)
|
|
for worker in self.workers
|
|
for shift in self.get_shift_names()
|
|
),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
bounds=self.SHIFT_BOUNDS["shift_count"],
|
|
)
|
|
|
|
self.model.shift_count_diff = Var(
|
|
(
|
|
(worker.id, shift)
|
|
for worker in self.workers
|
|
for shift in self.get_shift_names()
|
|
),
|
|
within=Reals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.shift_count_diff_summed = Var(
|
|
(worker.id for worker in self.workers),
|
|
within=Reals,
|
|
initialize=0,
|
|
)
|
|
|
|
if self.constraint_options["balance_shifts_over_workers"]:
|
|
self.model.worker_shift_count_t1 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.worker_shift_count_t2 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
if (
|
|
self.constraint_options["balance_shifts"]
|
|
or self.constraint_options["balance_shifts_quadratic"]
|
|
):
|
|
self.model.shift_count_t1 = Var(
|
|
(
|
|
(worker.id, shift.name)
|
|
for worker in self.workers
|
|
for shift in self.get_shifts()
|
|
),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.shift_count_t2 = Var(
|
|
(
|
|
(worker.id, shift.name)
|
|
for worker in self.workers
|
|
for shift in self.get_shifts()
|
|
),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
if self.constraint_options["balance_shifts_quadratic"]:
|
|
self.model.shift_count_w = Var(
|
|
(
|
|
(worker.id, shift.name)
|
|
for worker in self.workers
|
|
for shift in self.get_shifts()
|
|
),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
if self.constraint_options["balance_nights"]:
|
|
# We also try to even out the night shifts seperately
|
|
self.model.night_shift_count = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
bounds=self.SHIFT_BOUNDS["night_shift_count"],
|
|
)
|
|
|
|
self.model.night_shift_count_t1 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.night_shift_count_t2 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.night_shift_count_w = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
# self.model.worker_weekend_assigned = Var(
|
|
# ((worker.id, week) for worker in self.workers
|
|
# for week in self.weeks),
|
|
# domain=NonNegativeReals,
|
|
# initialize=0,
|
|
# )
|
|
|
|
# self.model.works_weekend_count = Var(
|
|
# ((worker.id, week) for worker in self.workers
|
|
# for week in self.weeks),
|
|
# domain=NonNegativeIntegers,
|
|
# initialize=0,
|
|
# )
|
|
# self.model.works_saturday = Var(
|
|
# ((worker.id, week) for worker in self.workers
|
|
# for week in self.weeks),
|
|
# domain=Binary,
|
|
# initialize=0,
|
|
# )
|
|
# self.model.works_sunday = Var(
|
|
# ((worker.id, week) for worker in self.workers
|
|
# for week in self.weeks),
|
|
# domain=Binary,
|
|
# initialize=0,
|
|
# )
|
|
|
|
# self.model.works_whole_weekend = Var(
|
|
# ((worker.id, week) for worker in self.workers
|
|
# for week in self.weeks),
|
|
# domain=Binary,
|
|
# initialize=0,
|
|
# )
|
|
|
|
self.model.works_weekend = Var(
|
|
((worker.id, week) for worker in self.workers for week in self.weeks),
|
|
domain=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.worker_weekend_count = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeIntegers,
|
|
initialize=0,
|
|
bounds=self.SHIFT_BOUNDS["weekend_count"],
|
|
)
|
|
|
|
if self.constraint_options["balance_weekends"]:
|
|
self.model.weekend_shift_count_t1 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.weekend_shift_count_t2 = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.weekend_shift_count_w = Var(
|
|
((worker.id) for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
# self.model.weekend_count_t1 = Var(
|
|
# ((worker.id) for worker in self.workers),
|
|
# domain=NonNegativeReals,
|
|
# initialize=0,
|
|
# )
|
|
|
|
# self.model.weekend_count_t2 = Var(
|
|
# ((worker.id) for worker in self.workers),
|
|
# domain=NonNegativeReals,
|
|
# initialize=0,
|
|
# )
|
|
|
|
# self.model.unavailable = Var(((worker, week, day) for worker in self.workers for week in weeks for day in days),
|
|
# within=Binary, initialize=0)
|
|
|
|
|
|
for worker in self.workers:
|
|
for week, day, shift_name in getattr(worker, "forced_assignments", []):
|
|
# Only add if this shift is valid for this week/day
|
|
if shift_name in self.get_shift_names_by_week_day(week, day, return_empty_if_week_day_not_found=True):
|
|
# Check for leave conflict
|
|
if hasattr(self, "unavailable_to_work"):
|
|
if (worker.id, week, day) in self.unavailable_to_work:
|
|
if self.allow_force_assignment_with_leave_conflict:
|
|
self.unavailable_to_work.remove((worker.id, week, day))
|
|
self.add_warning(
|
|
"Force assignment/leave conflict",
|
|
f"Worker '{worker.name}' has a forced assignment for shift '{shift_name}' on week {week}, day {day} (date: {self.get_date_by_week_day(week, day)}), which conflicts with a leave request. The leave request has been overridden.",
|
|
)
|
|
else:
|
|
self.add_warning(
|
|
"Force assignment/leave conflict",
|
|
f"Worker '{worker.name}' has a forced assignment for shift '{shift_name}' on week {week}, day {day} (date: {self.get_date_by_week_day(week, day)}), which conflicts with a leave request.",
|
|
)
|
|
|
|
if not self.enable_unavailabilities:
|
|
self.unavailable_to_work = set()
|
|
self.unavailable_to_work_reason = {}
|
|
|
|
def availability_init(model, wid, week, day):
|
|
# This needs to be higher than the max number of possible shifts per day
|
|
if (wid, week, day) in self.unavailable_to_work:
|
|
# print((wid, week, day))
|
|
return 0
|
|
return self.MAX_SHIFTS_PER_DAY + 1
|
|
|
|
self.model.available = Param(
|
|
(
|
|
(worker.id, week, day)
|
|
for worker in self.workers
|
|
for week, day in self.get_week_day_combinations()
|
|
),
|
|
initialize=availability_init,
|
|
)
|
|
|
|
locum_request_sets = set()
|
|
for locum_request in self.locum_availability:
|
|
if locum_request[3] == "*":
|
|
pass
|
|
|
|
else:
|
|
locum_request_sets.add(locum_request[3])
|
|
|
|
# Validate locum shifts are valid
|
|
invalid_shifts = locum_request_sets - set(self.get_shift_names())
|
|
if invalid_shifts and not self.ignore_valid_shifts:
|
|
raise InvalidShift(
|
|
f"Invalid locum shift request [shift(s): ${invalid_shifts}]"
|
|
)
|
|
|
|
def locum_request_init(model, wid, week, day, shift):
|
|
if (wid, week, day, shift) in self.locum_availability:
|
|
self.locum_availability_map[(wid, week, day)] = shift
|
|
return 1
|
|
return 0
|
|
|
|
self.model.locum_availability = Param(
|
|
(
|
|
(worker.id, week, day, shift)
|
|
for worker in self.workers
|
|
if not worker.locum
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
),
|
|
initialize=locum_request_init,
|
|
)
|
|
|
|
work_request_sets = set()
|
|
for work_request in self.work_requests:
|
|
if work_request[3] == "*":
|
|
pass
|
|
|
|
else:
|
|
work_request_sets.add(work_request[3])
|
|
|
|
# Validate shifts are valid
|
|
invalid_shifts = work_request_sets - set(self.get_shift_names())
|
|
if invalid_shifts and not self.ignore_valid_shifts:
|
|
raise InvalidShift(
|
|
f"Invalid worker shift request [shift(s): ${invalid_shifts}]"
|
|
)
|
|
|
|
def work_request_init(model, wid, week, day, shift):
|
|
if (wid, week, day, shift) in self.work_requests:
|
|
self.work_requests_map[(wid, week, day)] = shift
|
|
return 1
|
|
return 0
|
|
|
|
self.model.work_requests = Param(
|
|
(
|
|
(worker.id, week, day, shift)
|
|
for worker in self.workers
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
),
|
|
initialize=work_request_init,
|
|
)
|
|
|
|
def pref_init(model, wid, week, day):
|
|
if (wid, week, day) in self.pref_not_to_work:
|
|
return self.pref_not_to_work[(wid, week, day)]
|
|
return 0
|
|
|
|
# It would also be possible to assign sequential days as blocks
|
|
# which would allow more weight to be given if the whole block
|
|
# is not allocated
|
|
self.model.pref_not_to_work = Param(
|
|
(
|
|
(worker.id, week, day)
|
|
for worker in self.workers
|
|
for week, day in self.get_week_day_combinations()
|
|
),
|
|
initialize=pref_init,
|
|
)
|
|
|
|
# binary variables representing if a worker is necessary
|
|
# self.model.needed = Var([worker.id for worker in self.workers], within=Binary, initialize=0)
|
|
|
|
# binary variables representing if a worker worked on sunday but not on saturday (avoid if possible)
|
|
# self.model.no_pref = Var([worker.id for worker in self.workers], within=Binary, initialize=0)
|
|
|
|
if self.get_workers_who_require_locums():
|
|
# We use this as a time check that their is some valid locum ability
|
|
if not self.get_all_locum_availability():
|
|
self.add_warning(
|
|
"Locum/no locum availability", "No locum availability set"
|
|
)
|
|
|
|
self.model.locum_required = Var(
|
|
(
|
|
(week, day, shiftname)
|
|
for week, day, shiftname in self.get_all_shiftname_combinations()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.locum_works = Var(
|
|
(
|
|
(worker.id, week, day, shiftname)
|
|
for worker in self.workers
|
|
for week, day, shiftname in self.get_all_shiftname_combinations()
|
|
),
|
|
within=Binary,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.locum_shifts_by_worker = Var(
|
|
(worker.id for worker in self.workers),
|
|
within=Integers,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.locum_shifts_t1 = Var(
|
|
(worker.id for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.model.locum_shifts_t2 = Var(
|
|
(worker.id for worker in self.workers),
|
|
domain=NonNegativeReals,
|
|
initialize=0,
|
|
)
|
|
|
|
self.build_model_constraints()
|
|
|
|
def build_model_constraints(self):
|
|
self.model.constraints = ConstraintList() # Create a set of constraints
|
|
|
|
|
|
for constraint in self.constraint_options.get("min_summed_grade_by_shifts_per_day", []):
|
|
weeks = constraint.weeks if constraint.weeks is not None else self.weeks
|
|
days_list = constraint.days if constraint.days is not None else self.days
|
|
for week in weeks:
|
|
for day in days_list:
|
|
# Only consider if all shifts are present that day
|
|
if all(shift in self.get_shift_names_by_week_day(week, day) for shift in constraint.shifts):
|
|
expr_terms = [
|
|
worker.grade * self.model.works[worker.id, week, day, shift]
|
|
for shift in constraint.shifts
|
|
for worker in self.get_workers_for_shift(self.get_shift_by_name(shift))
|
|
]
|
|
if expr_terms: # Only add constraint if there are eligible workers
|
|
self.model.constraints.add(
|
|
sum(expr_terms) >= constraint.min_grade_sum
|
|
)
|
|
|
|
|
|
|
|
# Ensure each shift has the requisit number of workers assigned
|
|
for (
|
|
week,
|
|
day,
|
|
shift,
|
|
workers_required,
|
|
site_required,
|
|
) in self.get_required_workers_and_site_combinations():
|
|
# print(week, day, shift, workers_required, site_required)
|
|
self.model.constraints.add(
|
|
workers_required
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for worker in self.workers
|
|
if worker.site in site_required
|
|
)
|
|
)
|
|
|
|
if self.get_workers_who_require_locums():
|
|
self.model.constraints.add(
|
|
self.model.locum_required[week, day, shift]
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for worker in self.workers
|
|
if worker.locum
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.locum_required[week, day, shift]
|
|
== sum(
|
|
self.model.locum_works[worker.id, week, day, shift]
|
|
for worker in self.workers
|
|
# if not worker.locum
|
|
)
|
|
)
|
|
self.model.constraints.add(
|
|
0
|
|
== sum(
|
|
self.model.locum_works[worker.id, week, day, shift]
|
|
for worker in self.workers
|
|
if worker.locum
|
|
)
|
|
)
|
|
|
|
# And it is not assigned if the worker is from the wrong site
|
|
if [worker for worker in self.workers if worker.site not in site_required]:
|
|
self.model.constraints.add(
|
|
0
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for worker in self.workers
|
|
if worker.site not in site_required
|
|
)
|
|
)
|
|
# # Ensure shifts are only assigned by workers from the allowed sites
|
|
# self.model.constraints.add(0 == sum(
|
|
# self.model.works[worker.id, week, day, shift]
|
|
# for worker in self.workers if worker.site not in site_required))
|
|
|
|
# Constraint: total hours worked hours worked
|
|
# for worker in self.workers:
|
|
# self.model.constraints.add(
|
|
# 1200 >= sum(shift_lengths[shift] * self.model.works[worker, week, day, shift] for week in weeks for day in days for shift in days_shifts[day])
|
|
# )
|
|
|
|
# for week in weeks:
|
|
# for worker in self.workers:
|
|
# self.model.constraints.add(
|
|
# 48 >= sum(shift_lengths[shift] * self.model.works[worker, week, day, shift] for day in days for shift in days_shifts[day])
|
|
# )
|
|
|
|
# Define a maximum number hours that can be worked per week
|
|
# NOTE: this works on a calander week not a 7 day period
|
|
|
|
# TODO: consider fixing
|
|
# def maxHoursPerWeekRule(model, wid, week):
|
|
# return 72 >= sum(
|
|
# shift.length * model.works[wid, week, day, shift.name]
|
|
# for day, shift in self.get_day_shiftclass_combinations())
|
|
|
|
# self.model.max_hours_per_week_constraint = Constraint(
|
|
# [worker.id for worker in self.workers],
|
|
# self.weeks,
|
|
# rule=maxHoursPerWeekRule)
|
|
|
|
# Define an upper limit for hours worked over the rota period
|
|
# def maxHoursRule(model, wid):
|
|
# return 8000 >= sum(
|
|
# shift.length * model.works[wid, week, day, shift.name]
|
|
# for week, day, shift in self.get_all_shiftclass_combinations())
|
|
|
|
# self.model.max_hours_constraint = Constraint(
|
|
# [worker.id for worker in self.workers], rule=maxHoursRule)
|
|
|
|
# Limit grades
|
|
def limitGradesRule(model, week, shift, grade, limit):
|
|
workers = [w for w in self.workers if w.grade == grade]
|
|
if not workers:
|
|
return Constraint.Skip
|
|
return (
|
|
sum(
|
|
model.shift_week_worker_assigned[shift, week, w.id] for w in workers
|
|
)
|
|
<= limit
|
|
)
|
|
|
|
for shift in self.get_shifts_with_constraint(LimitGradeNumberConstraint):
|
|
for constraint in shift.get_constraints(LimitGradeNumberConstraint):
|
|
grade = constraint.grade
|
|
limit = constraint.max_number
|
|
# self.model.limit_grades_constraint = Constraint(
|
|
setattr(
|
|
self.model,
|
|
f"limit_grades_constraint_{shift.name}_{grade}",
|
|
Constraint(
|
|
[week for week in self.weeks],
|
|
# [shift for shift in self.get_shifts_with_constraint("limit_grade_number")],
|
|
[shift.name],
|
|
[grade],
|
|
[limit],
|
|
rule=limitGradesRule,
|
|
# name=f"limit_grades_constraint_{shift.name}_{grade}"
|
|
),
|
|
)
|
|
|
|
def minimumGradesRule(model, week, shift, grade, limit):
|
|
workers = [w for w in self.workers if w.grade >= grade]
|
|
if len(workers) < limit:
|
|
# return Constraint.Skip
|
|
raise ValueError("minimum_grade_number: not enough valid workers")
|
|
return (
|
|
sum(
|
|
model.shift_week_worker_assigned[shift, week, w.id] for w in workers
|
|
)
|
|
>= limit
|
|
)
|
|
|
|
for shift in self.get_shifts_with_constraint(MinimumGradeNumberConstraint):
|
|
constraint = shift.get_constraints(MinimumGradeNumberConstraint)[0]
|
|
grade, min_required = constraint.grade, constraint.min_number
|
|
|
|
# self.model.limit_grades_constraint = Constraint(
|
|
setattr(
|
|
self.model,
|
|
f"minimum_grade_number_{shift.name}",
|
|
Constraint(
|
|
[week for week in self.weeks],
|
|
# [shift for shift in self.get_shifts_with_constraint("limit_grade_number")],
|
|
[shift.name],
|
|
[grade],
|
|
[min_required],
|
|
rule=minimumGradesRule,
|
|
# name=f"limit_grades_constraint_{shift.name}_{grade}"
|
|
),
|
|
)
|
|
|
|
def presenceAtRemoteSiteWeek(
|
|
model, week, shift, required_site, required_number
|
|
):
|
|
required_site_workers = [
|
|
w for w in self.workers if required_site == w.remote_site
|
|
]
|
|
|
|
return (
|
|
sum(
|
|
model.shift_week_worker_assigned[shift, week, w.id]
|
|
for w in required_site_workers
|
|
)
|
|
>= required_number
|
|
)
|
|
|
|
for shift in self.get_shifts_with_constraint(
|
|
RequireRemoteSitePresenceConstraint
|
|
):
|
|
constraint = shift.get_constraints(RequireRemoteSitePresenceConstraint)[0]
|
|
site, required_number = constraint.site, constraint.required_number
|
|
|
|
setattr(
|
|
self.model,
|
|
f"require_remote_site_presence_week_{shift.name}",
|
|
Constraint(
|
|
[week for week in self.weeks],
|
|
[shift.name],
|
|
[site],
|
|
[required_number],
|
|
rule=presenceAtRemoteSiteWeek,
|
|
),
|
|
)
|
|
|
|
#def presenceAtRemoteSite(
|
|
# model, day, week, shift, required_site, required_number
|
|
#):
|
|
# required_site_workers = [
|
|
# w for w in self.workers if required_site == w.remote_site
|
|
# ]
|
|
|
|
# for w in required_site_workers:
|
|
# if (w.id, week, day, shift) not in model.works:
|
|
# return Constraint.Skip
|
|
|
|
# return (
|
|
# sum(model.works[w.id, week, day, shift] for w in required_site_workers)
|
|
# >= required_number
|
|
# )
|
|
|
|
#for shift in self.get_shifts_with_constraint("require_remote_site_presence"):
|
|
# site, required_number = shift.constraint_options[
|
|
# "require_remote_site_presence"
|
|
# ]
|
|
# # self.model.require_presence_at_site_overnight_rule = Constraint(
|
|
# setattr(
|
|
# self.model,
|
|
# f"require_remote_site_presence_{shift.name}",
|
|
# Constraint(
|
|
# [day for day in self.days],
|
|
# [week for week in self.weeks],
|
|
# [shift.name],
|
|
# [site],
|
|
# [required_number],
|
|
# rule=presenceAtRemoteSite,
|
|
# ),
|
|
# )
|
|
|
|
# # Count the number of workers from each site on each night shift
|
|
# # As 1 or 0 is optimum we can simply subtract 1 from the number
|
|
# if self.constraint_options["balance_nights_across_sites"]:
|
|
# for site in self.sites:
|
|
# for shift in self.get_shifts_with_constraint("night"):
|
|
# block = shift.name
|
|
# for week in self.weeks:
|
|
# self.model.constraints.add(
|
|
# self.model.night_per_site[week, block, site]
|
|
# == sum(
|
|
# self.model.shift_week_worker_assigned[
|
|
# block, week, worker.id
|
|
# ]
|
|
# for worker in self.workers
|
|
# if worker.site == site
|
|
# )
|
|
# # 1 >= sum(self.model.shift_week_worker_assigned[shift.name, week, worker.id] for worker in self.workers if worker.site == site)
|
|
# )
|
|
# self.model.constraints.add(
|
|
# self.model.night_per_site_t1[week, block, site]
|
|
# - self.model.night_per_site_t2[week, block, site]
|
|
# == self.model.night_per_site[week, block, site] - 1
|
|
# )
|
|
for site in track(
|
|
self.sites, description="Generating site balance constraints..."
|
|
):
|
|
for shift in self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint):
|
|
if site in shift.sites:
|
|
block = shift.name
|
|
for week in self.weeks:
|
|
self.model.constraints.add(
|
|
self.model.shift_per_site[week, block, site]
|
|
== sum(
|
|
self.model.shift_week_worker_assigned[
|
|
block, week, worker.id
|
|
]
|
|
for worker in self.workers
|
|
if worker.site == site
|
|
)
|
|
# 1 >= sum(self.model.shift_week_worker_assigned[shift.name, week, worker.id] for worker in self.workers if worker.site == site)
|
|
)
|
|
self.model.constraints.add(
|
|
self.model.shift_per_site_t1[week, block, site]
|
|
- self.model.shift_per_site_t2[week, block, site]
|
|
== self.model.shift_per_site[week, block, site] - 1
|
|
)
|
|
|
|
weeks_days = self.get_week_day_combinations()
|
|
|
|
#for week in track(self.weeks, description="Generating week constraints..."):
|
|
# for shift_name in self.shifts_to_assign_or_force_as_blocks():
|
|
|
|
for week, shift_name in self.week_shifts_to_assign_as_blocks():
|
|
shift = self.get_shift_by_name(shift_name)
|
|
|
|
for worker in self.get_workers_for_shift(shift):
|
|
if (worker.id, week, shift.name) in self.model.blocks_worker_shift_assigned:
|
|
try:
|
|
self.model.constraints.add(
|
|
8
|
|
* self.model.blocks_worker_shift_assigned[
|
|
worker.id, week, shift_name
|
|
]
|
|
>= sum(
|
|
self.model.works[worker.id, week, day, shift_name]
|
|
for day in shift.days
|
|
)
|
|
)
|
|
except KeyError:
|
|
pass
|
|
self.model.constraints.add(
|
|
self.model.blocks_assigned[week, shift_name]
|
|
== sum(
|
|
self.model.blocks_worker_shift_assigned[
|
|
worker.id, week, shift_name
|
|
]
|
|
for worker in self.workers
|
|
if (worker.id, week, shift.name) in self.model.blocks_worker_shift_assigned
|
|
)
|
|
)
|
|
|
|
workers_required = shift.get_worker_requirement_by_date(
|
|
self.get_week_start_date(week)
|
|
)
|
|
|
|
if shift.force_as_block_unless_nwd:
|
|
workers = self.get_workers_for_shift(shift)
|
|
# Get workers who have a nwd on the shift
|
|
nwd_workers = []
|
|
full_workers = []
|
|
|
|
for w in workers:
|
|
if w.non_working_day_list:
|
|
l = []
|
|
for (
|
|
nwd,
|
|
start_nwd_date,
|
|
end_nwd_date,
|
|
) in w.non_working_day_list:
|
|
if nwd in shift.days:
|
|
if start_nwd_date > self.get_week_start_date(week):
|
|
continue
|
|
if end_nwd_date < self.get_week_start_date(week):
|
|
continue
|
|
l.append(w)
|
|
|
|
if l:
|
|
nwd_workers.append(w)
|
|
else:
|
|
full_workers.append(w)
|
|
|
|
else:
|
|
full_workers.append(w)
|
|
|
|
if not nwd_workers: # Just do the usual
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.blocks_worker_shift_assigned[
|
|
worker.id, week, shift.name
|
|
]
|
|
for worker in self.workers
|
|
)
|
|
<= workers_required
|
|
)
|
|
|
|
else:
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.blocks_worker_shift_assigned[
|
|
worker.id, week, shift.name
|
|
]
|
|
for worker in full_workers
|
|
)
|
|
<= workers_required + 1
|
|
)
|
|
|
|
elif shift.force_as_block:
|
|
if workers_required:
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.blocks_worker_shift_assigned[
|
|
worker.id, week, shift.name
|
|
]
|
|
for worker in self.workers
|
|
)
|
|
<= workers_required
|
|
)
|
|
|
|
# Most of our constraints apply per worker
|
|
# Worker constraint loop (worker loop)
|
|
worker: Worker
|
|
for worker in self.workers:
|
|
console.rule(
|
|
f"Generate worker constraints: [bold blue]{worker.name}[/bold blue]"
|
|
)
|
|
logger.debug(f"Generate worker constraints: {worker.name}")
|
|
|
|
for week, day in self.get_week_day_combinations():
|
|
shifts_today = self.get_shift_names_by_week_day(week, day)
|
|
total_assigned = sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in shifts_today
|
|
)
|
|
# If assigned to any shift, works_day must be 1
|
|
self.model.constraints.add(total_assigned >= self.model.works_day[worker.id, week, day])
|
|
# If not assigned to any shift, works_day must be 0
|
|
self.model.constraints.add(total_assigned <= 1000 * self.model.works_day[worker.id, week, day])
|
|
|
|
# --- Max days worked per week constraint (global or per-worker) ---
|
|
# Use per-worker value if set, otherwise use global constraint option if set
|
|
max_days_worked_per_week = getattr(worker, "max_days_worked_per_week", None)
|
|
if max_days_worked_per_week is None:
|
|
max_days_worked_per_week = self.constraint_options.get("max_days_worked_per_week", None)
|
|
if max_days_worked_per_week is not None:
|
|
for week in self.weeks:
|
|
# Create a binary variable for each day to indicate if the worker works any shift that day
|
|
for day in self.days:
|
|
var_name = f"works_any_{worker.id}_{week}_{day}"
|
|
if not hasattr(self.model, "works_any_day_vars"):
|
|
self.model.works_any_day_vars = {}
|
|
if (worker.id, week, day) not in self.model.works_any_day_vars:
|
|
self.model.works_any_day_vars[(worker.id, week, day)] = Var(within=Binary)
|
|
setattr(self.model, var_name, self.model.works_any_day_vars[(worker.id, week, day)])
|
|
works_any = self.model.works_any_day_vars[(worker.id, week, day)]
|
|
total_assigned = sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
# If assigned to any shift, works_any must be 1
|
|
self.model.constraints.add(total_assigned >= works_any)
|
|
# If not assigned to any shift, works_any must be 0
|
|
self.model.constraints.add(total_assigned <= 1000 * works_any)
|
|
# Now sum the binaries for the week
|
|
self.model.constraints.add(
|
|
sum(self.model.works_any_day_vars[(worker.id, week, day)] for day in self.days)
|
|
<= max_days_worked_per_week
|
|
)
|
|
|
|
for week, day, shift_name in getattr(worker, "forced_assignments", []):
|
|
# Only add if this shift is valid for this week/day
|
|
if shift_name in self.get_shift_names_by_week_day(week, day, return_empty_if_week_day_not_found=True):
|
|
# We have already checked for leave conflicts when building the model
|
|
self.model.constraints.add(
|
|
self.model.works[worker.id, week, day, shift_name] == 1
|
|
)
|
|
else:
|
|
date = self.get_date_by_week_day(week, day)
|
|
self.add_warning(
|
|
"Invalid forced assignment",
|
|
f"Worker '{worker.name}' has forced assignment for non-existent shift: {shift_name} on week {week}, day {day} (date: {date})",
|
|
)
|
|
|
|
if hasattr(worker, "max_shifts_per_week_by_shift_name"):
|
|
for shift_type, max_per_week in worker.max_shifts_per_week_by_shift_name.items():
|
|
if shift_type not in self.get_shift_names():
|
|
raise InvalidShift(
|
|
f"Worker '{worker.name}' has max_shifts_per_week_by_shift_name referencing non-existent shift: {shift_type}"
|
|
)
|
|
for week in self.weeks:
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.works[worker.id, week, day, shift_type]
|
|
for day in days
|
|
if shift_type in self.get_shift_names_by_week_day(week, day)
|
|
) <= max_per_week
|
|
)
|
|
|
|
for week, day, shift in self.get_all_shiftclass_combinations():
|
|
# Only apply if this shift has force_assign_with set
|
|
if hasattr(shift, "force_assign_with") and shift.force_assign_with:
|
|
for other_shift_name in shift.force_assign_with:
|
|
# Only add constraint if the other shift is available on this day
|
|
if other_shift_name in self.get_shift_names_by_week_day(week, day):
|
|
for worker in self.get_workers_for_shift(shift):
|
|
self.model.constraints.add(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
<= self.model.works[worker.id, week, day, other_shift_name]
|
|
)
|
|
|
|
# Add hard shift dependencies for this worker
|
|
if hasattr(worker, "hard_day_dependencies"):
|
|
for dep in worker.hard_day_dependencies:
|
|
day_group = dep.days
|
|
|
|
weeks_to_apply = self.weeks
|
|
if dep.weeks is not None:
|
|
weeks_to_apply = dep.weeks
|
|
if dep.start_date is not None or dep.end_date is not None:
|
|
if dep.start_date is None:
|
|
dep.start_date = self.start_date
|
|
if dep.end_date is None:
|
|
dep.end_date = self.rota_end_date
|
|
|
|
weeks_to_apply = self.get_weeks_by_date_range(
|
|
dep.start_date, dep.end_date
|
|
)
|
|
|
|
for week in weeks_to_apply:
|
|
assigned_any_shift = {}
|
|
for day in day_group:
|
|
shifts_today = self.get_shift_names_by_week_day(week, day)
|
|
var_name = f"hard_day_dep_{worker.id}_{week}_{day}"
|
|
if not hasattr(self.model, "hard_day_dep_vars"):
|
|
self.model.hard_day_dep_vars = {}
|
|
if (worker.id, week, day) not in self.model.hard_day_dep_vars:
|
|
self.model.hard_day_dep_vars[(worker.id, week, day)] = Var(within=Binary)
|
|
setattr(self.model, var_name, self.model.hard_day_dep_vars[(worker.id, week, day)])
|
|
assigned_any_shift[day] = self.model.hard_day_dep_vars[(worker.id, week, day)]
|
|
total_assigned = sum(self.model.works[worker.id, week, day, shift] for shift in shifts_today)
|
|
self.model.constraints.add(total_assigned >= assigned_any_shift[day])
|
|
self.model.constraints.add(total_assigned <= len(shifts_today) * assigned_any_shift[day])
|
|
# All-or-none: all days in the group must have the same assignment status
|
|
vals = list(assigned_any_shift.values())
|
|
for i in range(1, len(vals)):
|
|
self.model.constraints.add(vals[i] == vals[0])
|
|
|
|
# Add hard day exclusions for this worker
|
|
if hasattr(worker, "hard_day_exclusions"):
|
|
for exclusion in worker.hard_day_exclusions:
|
|
days_to_exclude = exclusion.days
|
|
weeks_to_apply = self.weeks
|
|
if exclusion.weeks is not None:
|
|
weeks_to_apply = exclusion.weeks
|
|
if exclusion.start_date is not None or exclusion.end_date is not None:
|
|
if exclusion.start_date is None:
|
|
exclusion.start_date = self.start_date
|
|
if exclusion.end_date is None:
|
|
exclusion.end_date = self.rota_end_date
|
|
|
|
weeks_to_apply = self.get_weeks_by_date_range(
|
|
exclusion.start_date, exclusion.end_date
|
|
)
|
|
|
|
for week in weeks_to_apply:
|
|
# For each week, prevent any shift being assigned on both days
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.works_day[worker.id, week, day]
|
|
for day in days_to_exclude
|
|
#for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
<= 1
|
|
)
|
|
#self.model.constraints.add(
|
|
# sum(
|
|
# self.model.works[worker.id, week, day1, shift]
|
|
# for shift in self.get_shift_names_by_week_day(week, day1)
|
|
# )
|
|
# + sum(
|
|
# self.model.works[worker.id, week, day2, shift]
|
|
# for shift in self.get_shift_names_by_week_day(week, day2)
|
|
# )
|
|
# <= 1
|
|
#)
|
|
|
|
|
|
for week, day in self.get_week_day_combinations():
|
|
shifts_today = self.get_shift_names_by_week_day(week, day)
|
|
worker_allowed_sets = getattr(worker, "allowed_multi_shift_sets", [])
|
|
# for idx, allowed_set in enumerate(worker_allowed_sets):
|
|
# if allowed_set.issubset(shifts_today):
|
|
# var = self.model.multi_shift_together[worker.id, week, day, idx]
|
|
# self.model.constraints.add(
|
|
# sum(self.model.works[worker.id, week, day, shift] for shift in allowed_set)
|
|
# == len(allowed_set) * var
|
|
# )
|
|
for idx, allowed_set in enumerate(worker_allowed_sets):
|
|
if allowed_set.issubset(shifts_today):
|
|
var = self.model.multi_shift_together[worker.id, week, day, idx]
|
|
# var is 1 iff all shifts in allowed_set are assigned
|
|
for shift in allowed_set:
|
|
self.model.constraints.add(
|
|
var <= self.model.works[worker.id, week, day, shift]
|
|
)
|
|
self.model.constraints.add(
|
|
var
|
|
>= sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in allowed_set
|
|
)
|
|
- len(allowed_set)
|
|
+ 1
|
|
)
|
|
shifts_today = self.get_shift_names_by_week_day(week, day)
|
|
for shift_name in shifts_today:
|
|
if hasattr(worker, "force_assign_with") and shift_name in worker.force_assign_with:
|
|
for other_shift in worker.force_assign_with[shift_name]:
|
|
if other_shift in shifts_today:
|
|
self.model.constraints.add(
|
|
self.model.works[worker.id, week, day, shift_name]
|
|
<= self.model.works[worker.id, week, day, other_shift]
|
|
)
|
|
|
|
|
|
|
|
if self.get_workers_who_require_locums():
|
|
for week, day, shift in self.get_all_shiftclass_combinations():
|
|
if not worker.locum:
|
|
self.model.constraints.add(
|
|
self.get_locum_availability(worker, week, day, shift)
|
|
>= self.model.locum_works[worker.id, week, day, shift.name]
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.locum_shifts_by_worker[worker.id]
|
|
== sum(
|
|
self.model.locum_works[worker.id, week, day, shift]
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.locum_shifts_t1[worker.id]
|
|
- self.model.locum_shifts_t2[worker.id]
|
|
== self.model.locum_shifts_by_worker[worker.id]
|
|
)
|
|
|
|
if worker.locum_max_shifts:
|
|
self.model.constraints.add(
|
|
worker.locum_max_shifts
|
|
>= sum(
|
|
self.model.locum_works[worker.id, week, day, shiftname]
|
|
for week, day, shiftname in self.get_all_shiftname_combinations()
|
|
)
|
|
)
|
|
|
|
if worker.locum_max_shifts_per_week:
|
|
for week_to_check in self.weeks:
|
|
self.model.constraints.add(
|
|
worker.locum_max_shifts_per_week
|
|
>= sum(
|
|
self.model.locum_works[worker.id, week, day, shiftname]
|
|
for week, day, shiftname in self.get_all_shiftname_combinations(
|
|
week=week_to_check
|
|
)
|
|
)
|
|
)
|
|
|
|
if self.constraint_options["distribute_locum_shifts"]:
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.locum_required[week, day, shift]
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
)
|
|
/ (len(self.get_locum_workers()) - 1)
|
|
>= self.model.locum_shifts_by_worker[worker.id]
|
|
)
|
|
|
|
if (
|
|
self.constraint_options["maximum_allowed_locum_shifts_per_worker"]
|
|
is not None
|
|
):
|
|
self.model.constraints.add(
|
|
self.constraint_options[
|
|
"maximum_allowed_locum_shifts_per_worker"
|
|
]
|
|
>= self.model.locum_shifts_by_worker[worker.id]
|
|
)
|
|
if worker.locum_availability:
|
|
if (
|
|
self.constraint_options[
|
|
"minimum_allowed_locum_shifts_per_worker"
|
|
]
|
|
is not None
|
|
):
|
|
self.model.constraints.add(
|
|
self.constraint_options[
|
|
"minimum_allowed_locum_shifts_per_worker"
|
|
]
|
|
<= self.model.locum_shifts_by_worker[worker.id]
|
|
)
|
|
|
|
if (
|
|
self.constraint_options["minimise_shift_diffs"]
|
|
or self.constraint_options["maximum_allowed_shift_diff"] is not None
|
|
):
|
|
self.model.constraints.add(
|
|
self.model.shift_count_diff_summed[worker.id]
|
|
== sum(
|
|
self.model.shift_count_diff[worker.id, shift.name]
|
|
for shift in self.get_shifts()
|
|
)
|
|
)
|
|
|
|
if self.constraint_options["maximum_allowed_shift_diff"] is not None:
|
|
self.model.constraints.add(
|
|
self.model.shift_count_diff_summed[worker.id]
|
|
<= self.constraint_options["maximum_allowed_shift_diff"]
|
|
)
|
|
self.model.constraints.add(
|
|
self.model.shift_count_diff_summed[worker.id]
|
|
>= -self.constraint_options["maximum_allowed_shift_diff"]
|
|
)
|
|
|
|
for max_days, weeks in self.constraint_options["max_days_per_week_block"]:
|
|
for week_blocks in self.get_week_block_iterator(weeks):
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.works_day[worker.id, week, day]
|
|
for week, day in self.get_week_day_combinations()
|
|
if week in week_blocks
|
|
)
|
|
<= max_days
|
|
)
|
|
|
|
for week_blocks in self.get_week_block_iterator(4):
|
|
# Prevent more than n number shifts per 4 weeks
|
|
try:
|
|
self.model.constraints.add(
|
|
self.constraint_options["max_shifts_per_month"]
|
|
>= sum(
|
|
self.model.works[worker.id, week, day, shiftname]
|
|
for week, day, shiftname in self.get_all_shiftname_combinations()
|
|
if week in week_blocks
|
|
)
|
|
)
|
|
except ValueError:
|
|
# Occurs if there are no shifts within a defined block
|
|
# TODO: test if this breaks (and we should check rathar than except)
|
|
self.add_warning(
|
|
"max shifts per month constraint",
|
|
f"Failed to constrain max_shifts_per_month for worker: {worker.name}",
|
|
)
|
|
pass
|
|
|
|
for constraint_dict in self.constraint_options[
|
|
"avoid_shifts_by_worker_names"
|
|
]:
|
|
if invalid_shifts := set(constraint_dict["shifts"]).difference(
|
|
set(self.get_shift_names())
|
|
):
|
|
message = f"avoid shifts by worker constraint contains a non existent shift: {invalid_shifts}"
|
|
if self.ignore_valid_shifts:
|
|
self.add_warning("Non existent shift", message)
|
|
continue # Skip if we don't want to raise an error
|
|
else:
|
|
raise InvalidShift(message)
|
|
|
|
if worker.name in constraint_dict["names"]:
|
|
self.model.constraints.add(
|
|
0
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
if week in constraint_dict["weeks"]
|
|
and shift in constraint_dict["shifts"]
|
|
)
|
|
)
|
|
|
|
for constraint_dict in self.constraint_options["avoid_shifts_by_grades"]:
|
|
if invalid_shifts := set(constraint_dict["shifts"]).difference(
|
|
set(self.get_shift_names())
|
|
):
|
|
message = f"avoid shifts by grade constraint contains a non existent shift: {invalid_shifts}"
|
|
if self.ignore_valid_shifts:
|
|
self.add_warning("Non existent shift", message)
|
|
continue # Skip if we don't want to raise an error
|
|
else:
|
|
raise InvalidShift(message)
|
|
if invalid_grades := set(constraint_dict["grades"]).difference(
|
|
set(self.get_worker_grades())
|
|
):
|
|
message = f"avoid shifts by grade constraint contains a non existent worker grade: {invalid_grades}"
|
|
self.add_warning("Non existent shift", message)
|
|
raise ValueError(message)
|
|
|
|
if worker.grade in constraint_dict["grades"]:
|
|
self.model.constraints.add(
|
|
0
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
if week in constraint_dict["weeks"]
|
|
and shift in constraint_dict["shifts"]
|
|
)
|
|
)
|
|
|
|
# Count number of weekends an worker works
|
|
# if self.constraint_options["balance_weekends"]:
|
|
self.model.constraints.add(
|
|
self.model.worker_weekend_count[worker.id]
|
|
== sum(self.model.works_weekend[worker.id, week] for week in self.weeks)
|
|
)
|
|
|
|
if self.constraint_options["max_weekends"] > -1:
|
|
self.model.constraints.add(
|
|
self.constraint_options["max_weekends"]
|
|
>= self.model.worker_weekend_count[worker.id]
|
|
)
|
|
|
|
# Balance shifts within required limits (set by balance_offset)
|
|
# If balance_offset is too restrictive (for the rota length)
|
|
# no solution will be possible
|
|
for shift in track(
|
|
self.get_shifts(), description="Generate shift balance constraints"
|
|
):
|
|
if (
|
|
worker.site in shift.sites
|
|
): # Each site specfies which sites self.workers can fullfill it
|
|
# calaculate the total number of shifts that need assigning over the rota
|
|
# total_shifts = (len(self.weeks) * len(shift.days) *
|
|
# TODO: check if shift_counts is still required?
|
|
# total_shifts = (
|
|
# self.shift_counts[shift.name] * shift.workers_required
|
|
# )
|
|
total_shifts = self.shift_worker_counts[shift.name]
|
|
|
|
full_time_equivalent_joined = sum(
|
|
self.full_time_equivalent_sites[i][shift.name]
|
|
for i in shift.sites
|
|
)
|
|
|
|
target_shifts = (
|
|
total_shifts
|
|
/ full_time_equivalent_joined
|
|
* worker.get_fte(shift=shift.name)
|
|
)
|
|
|
|
if self.use_previous_shifts:
|
|
if shift.name in worker.previous_shifts:
|
|
worked, allocated = worker.previous_shifts[shift.name]
|
|
target_shifts = (
|
|
target_shifts + float(allocated) - float(worked)
|
|
)
|
|
|
|
if self.use_shift_balance_extra:
|
|
if shift.name in worker.shift_balance_extra:
|
|
extra = worker.shift_balance_extra[shift.name]
|
|
|
|
# TODO look at how this affects allocation (how does it affect fte)
|
|
match extra:
|
|
case "double":
|
|
target_shifts = target_shifts * 2
|
|
case "half":
|
|
target_shifts = target_shifts / 2
|
|
case _:
|
|
target_shifts = target_shifts + extra
|
|
|
|
# print(worker.name, shift.name, target_shifts)
|
|
worker.shift_target_number[shift.name] = target_shifts
|
|
|
|
if shift.hard_constrain_shift:
|
|
adjusted_balance_offset = shift.balance_offset
|
|
if worker.get_fte(shift=shift.name) < 100:
|
|
adjusted_balance_offset = (
|
|
adjusted_balance_offset * self.ltft_balance_offset
|
|
)
|
|
|
|
max_shifts = (
|
|
target_shifts
|
|
+ adjusted_balance_offset * self.balance_offset_modifier
|
|
)
|
|
min_shifts = (
|
|
target_shifts
|
|
- adjusted_balance_offset * self.balance_offset_modifier
|
|
)
|
|
|
|
# --- Store for export ---
|
|
if not hasattr(worker, "hard_constrain_shift_limits"):
|
|
worker.hard_constrain_shift_limits = {}
|
|
worker.hard_constrain_shift_limits[shift.name] = {
|
|
"min_shifts": min_shifts,
|
|
"max_shifts": max_shifts,
|
|
"target_shifts": target_shifts,
|
|
}
|
|
|
|
self.model.constraints.add(
|
|
inequality(
|
|
min_shifts,
|
|
sum(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
for week, day in self.get_week_day_combinations_for_shift(
|
|
shift
|
|
)
|
|
),
|
|
max_shifts,
|
|
)
|
|
)
|
|
else:
|
|
# Make sure shifts aren't assigned to those from other sites
|
|
# Not needed if there are no shifts
|
|
if self.get_week_day_combinations_for_shift(shift):
|
|
self.model.constraints.add(
|
|
0
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
for week, day in self.get_week_day_combinations_for_shift(
|
|
shift
|
|
)
|
|
# for week, day in self.get_week_day_combinations()
|
|
)
|
|
)
|
|
|
|
# model.shift_count stores the number of shifts that a worker is assigned to worker by shift
|
|
# this is used (by the objective) to balance the total number of shifts worked
|
|
self.model.constraints.add(
|
|
self.model.shift_count[worker.id, shift.name]
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
for week, day in self.get_week_day_combinations_for_shift(shift)
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.shift_count_diff[worker.id, shift.name]
|
|
== self.model.shift_count[worker.id, shift.name]
|
|
- worker.shift_target_number[shift.name]
|
|
)
|
|
|
|
if self.constraint_options["balance_shifts"]:
|
|
self.model.constraints.add(
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
- self.model.shift_count_t2[worker.id, shift.name]
|
|
== self.model.shift_count_diff[worker.id, shift.name]
|
|
)
|
|
|
|
if self.constraint_options["balance_shifts_quadratic"]:
|
|
# This may need to be updated
|
|
xU = 25
|
|
xL = 1
|
|
self.model.constraints.add(
|
|
inequality(
|
|
xL,
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
+ self.model.shift_count_t2[worker.id, shift.name]
|
|
+ 1,
|
|
xU,
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.shift_count_w[worker.id, shift.name]
|
|
>= xL
|
|
* (
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
+ self.model.shift_count_t2[worker.id, shift.name]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xL * xL
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.shift_count_w[worker.id, shift.name]
|
|
>= xU
|
|
* (
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
+ self.model.shift_count_t2[worker.id, shift.name]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xU * xU
|
|
)
|
|
|
|
# Define worker_shift_count_t1 and worker_shift_count_t2 constraints for the object
|
|
# Thus bypassing the need for a quadratic solver
|
|
# t1-t2 is the target
|
|
# As the objective is to minimise t1+t2 and t1 and t2 are positive reals
|
|
# t1+t2 approximates the absolute target (which otherwise requires a quadratic solver)
|
|
# TODO: quadratic implementation so perfect solutions will be chosen
|
|
|
|
# NOTE: as this balances across the sum of the worker's shifts
|
|
# they can cancel each other out if a high weighting is given to multiple shifts
|
|
if self.constraint_options["balance_shifts_over_workers"]:
|
|
self.model.constraints.add(
|
|
self.model.worker_shift_count_t1[worker.id]
|
|
- self.model.worker_shift_count_t2[worker.id]
|
|
== sum(
|
|
(self.model.shift_count_diff[worker.id, shift.name])
|
|
* shift.balance_weighting
|
|
for shift in self.get_shifts()
|
|
)
|
|
)
|
|
|
|
if self.constraint_options["balance_bank_holidays"]:
|
|
extra_bank_holiday = 0
|
|
if self.use_bank_holiday_extra:
|
|
extra_bank_holiday = worker.bank_holiday_extra
|
|
|
|
self.model.constraints.add(
|
|
self.model.bank_holiday_count[worker.id]
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
if self.week_day_date_map[(week, day)] in self.bank_holidays
|
|
)
|
|
+ extra_bank_holiday
|
|
)
|
|
|
|
xU = len(self.get_bank_holiday_week_days()) + 1
|
|
xL = 1
|
|
self.model.constraints.add(
|
|
inequality(
|
|
xL,
|
|
self.model.bank_holiday_count[worker.id] + 1,
|
|
xU,
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.bank_holiday_count_w[worker.id]
|
|
>= xL * (self.model.bank_holiday_count[worker.id] + 1) * 2 - xL * xL
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.bank_holiday_count_w[worker.id]
|
|
>= xU * (self.model.bank_holiday_count[worker.id] + 1) * 2 - xU * xU
|
|
)
|
|
|
|
if self.constraint_options["balance_nights"]:
|
|
self.model.constraints.add(
|
|
self.model.night_shift_count[worker.id]
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
for week, day, shift in self.get_week_day_shift_combinations_for_constraint(
|
|
NightConstraint
|
|
)
|
|
# for week, day in self.get_week_day_combinations_for_shift(shift)
|
|
# for shift in self.get_shifts_with_constraint("night")
|
|
)
|
|
)
|
|
|
|
night_shift_target_number = sum(
|
|
worker.shift_target_number[shift.name]
|
|
for shift in self.get_shifts_with_constraint(NightConstraint)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.night_shift_count_t1[worker.id]
|
|
- self.model.night_shift_count_t2[worker.id]
|
|
== self.model.night_shift_count[worker.id]
|
|
- night_shift_target_number
|
|
)
|
|
|
|
# This may need to be updated
|
|
xU = 6
|
|
xL = 1
|
|
self.model.constraints.add(
|
|
inequality(
|
|
xL,
|
|
self.model.night_shift_count_t1[worker.id]
|
|
+ self.model.night_shift_count_t2[worker.id]
|
|
+ 1,
|
|
xU,
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.night_shift_count_w[worker.id]
|
|
>= xL
|
|
* (
|
|
self.model.night_shift_count_t1[worker.id]
|
|
+ self.model.night_shift_count_t2[worker.id]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xL * xL
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.night_shift_count_w[worker.id]
|
|
>= xU
|
|
* (
|
|
self.model.night_shift_count_t1[worker.id]
|
|
+ self.model.night_shift_count_t2[worker.id]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xU * xU
|
|
)
|
|
|
|
# self.model.constraints.add(
|
|
# self.model.night_shift_count_w[worker.id] >= 0)
|
|
|
|
# We use a similar method to balance the number of weekends worked
|
|
# This works as long as weekend shifts are assigned as blocks!
|
|
weekend_shift_target_number = sum(
|
|
worker.shift_target_number[shift.name] / len(shift.days)
|
|
for shift in self.get_shifts()
|
|
if "Sat" in shift.days or "Sun" in shift.days
|
|
)
|
|
|
|
worker.weekend_shift_target_number = weekend_shift_target_number
|
|
|
|
if self.constraint_options["balance_weekends"]:
|
|
if weekend_shift_target_number > 0:
|
|
self.model.constraints.add(
|
|
self.model.weekend_shift_count_t1[worker.id]
|
|
- self.model.weekend_shift_count_t2[worker.id]
|
|
== self.model.worker_weekend_count[worker.id]
|
|
- weekend_shift_target_number
|
|
)
|
|
|
|
xU = self.constraint_options["max_weekends"]
|
|
|
|
xL = 1
|
|
self.model.constraints.add(
|
|
inequality(
|
|
xL,
|
|
self.model.weekend_shift_count_t1[worker.id]
|
|
+ self.model.weekend_shift_count_t2[worker.id]
|
|
+ 1,
|
|
xU,
|
|
)
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.weekend_shift_count_w[worker.id]
|
|
>= xL
|
|
* (
|
|
self.model.weekend_shift_count_t1[worker.id]
|
|
+ self.model.weekend_shift_count_t2[worker.id]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xL * xL
|
|
)
|
|
|
|
self.model.constraints.add(
|
|
self.model.weekend_shift_count_w[worker.id]
|
|
>= xU
|
|
* (
|
|
self.model.weekend_shift_count_t1[worker.id]
|
|
+ self.model.weekend_shift_count_t2[worker.id]
|
|
+ 1
|
|
)
|
|
* 2
|
|
- xU * xU
|
|
)
|
|
|
|
# Ensure worker is not allocated shifts on non working days
|
|
if worker.non_working_day_list:
|
|
for week, day, shift in self.get_all_shiftclass_combinations():
|
|
for n, start, end in worker.non_working_day_list:
|
|
if not shift.rota_on_nwds and day == n:
|
|
# print(start, self.week_day_date_map[(week, day)], end)
|
|
# If this shift is force assigned, allow it but add a warning
|
|
if start <= self.week_day_date_map[(week, day)] < end:
|
|
if (week, day, shift.name) in getattr(worker, "forced_assignments", []):
|
|
self.add_warning(
|
|
"Force assignment/NWD conflict",
|
|
f"Worker '{worker.name}' has a forced assignment for shift '{shift.name}' on week {week}, day {day} (date: {self.get_date_by_week_day(week, day)}), which is a non-working day."
|
|
)
|
|
else:
|
|
self.model.constraints.add(
|
|
0
|
|
== self.model.works[
|
|
worker.id, week, day, shift.name
|
|
]
|
|
)
|
|
|
|
if self.get_workers_who_require_locums():
|
|
if not worker.locum_on_nwds and day == n:
|
|
if start <= self.week_day_date_map[(week, day)] < end:
|
|
self.model.constraints.add(
|
|
0
|
|
== self.model.locum_works[
|
|
worker.id, week, day, shift.name
|
|
]
|
|
)
|
|
|
|
if self.constraint_options["balance_blocks"]:
|
|
if self.constraint_options["max_night_frequency"]:
|
|
for week_blocks in self.get_week_block_iterator(
|
|
self.constraint_options["max_night_frequency"]
|
|
):
|
|
# Ignore excluded weeks
|
|
if set(week_blocks).intersection(
|
|
set(
|
|
self.constraint_options[
|
|
"max_night_frequency_week_exclusions"
|
|
]
|
|
)
|
|
):
|
|
continue
|
|
|
|
if self.get_shifts_with_constraint(NightConstraint):
|
|
# Prevent nights more than once every n weeks
|
|
self.model.constraints.add(
|
|
1
|
|
>= sum(
|
|
self.model.shift_week_worker_assigned[
|
|
shift.name, week, worker.id
|
|
]
|
|
for week in week_blocks
|
|
for shift in self.get_shifts_with_constraint(
|
|
NightConstraint
|
|
)
|
|
)
|
|
)
|
|
|
|
# if self.constraint_options["balance_weekends"]:
|
|
if self.constraint_options["max_weekend_frequency"]:
|
|
for week_blocks in self.get_week_block_iterator(
|
|
self.constraint_options["max_weekend_frequency"]
|
|
):
|
|
# Prevent weekend shifts more than once every n weeks
|
|
self.model.constraints.add(
|
|
1
|
|
>= sum(
|
|
self.model.works_weekend[worker.id, week]
|
|
for week in week_blocks
|
|
)
|
|
)
|
|
|
|
for constraint_shift in self.get_shifts_with_constraints(
|
|
MaxShiftsPerWeekBlockConstraint
|
|
):
|
|
constraint = constraint_shift.get_constraint(MaxShiftsPerWeekBlockConstraint)
|
|
|
|
# If not supplied, default to the number of days per shift
|
|
if constraint.max_shifts is not None:
|
|
shift_number = constraint.max_shifts
|
|
else:
|
|
shift_number = constraint_shift.get_shift_number()
|
|
|
|
for week_blocks in self.get_week_block_iterator(
|
|
constraint.week_block
|
|
):
|
|
# Prevent shifts more than once every n weeks
|
|
self.model.constraints.add(
|
|
shift_number
|
|
>= sum(
|
|
self.model.works[
|
|
worker.id, week, day, constraint_shift.name
|
|
]
|
|
for week in week_blocks
|
|
for day in constraint_shift.days
|
|
)
|
|
)
|
|
|
|
for week in self.weeks:
|
|
|
|
weekend_days = self.days[5:] # ["Sat", "Sun"]
|
|
total_assigned = sum(
|
|
self.model.works[worker.id, week, day, shiftname]
|
|
for w, day, shiftname in self.get_all_shiftname_combinations(week=week)
|
|
if day in weekend_days
|
|
)
|
|
# If any shift is assigned on Sat or Sun, works_weekend is 1
|
|
self.model.constraints.add(total_assigned >= self.model.works_weekend[worker.id, week])
|
|
# If works_weekend is 1, at least one shift must be assigned
|
|
self.model.constraints.add(total_assigned <= 1000 * self.model.works_weekend[worker.id, week])
|
|
|
|
|
|
|
|
for constraint_shift in self.get_shifts_with_constraints(
|
|
MaxShiftsPerWeekConstraint
|
|
):
|
|
|
|
# If not supplied, default to the number of days per shift
|
|
constraint = constraint_shift.get_constraint(MaxShiftsPerWeekConstraint)
|
|
if constraint.max_shifts is not None:
|
|
shift_number = constraint.max_shifts
|
|
else:
|
|
shift_number = constraint_shift.get_shift_number()
|
|
|
|
try:
|
|
self.model.constraints.add(
|
|
shift_number
|
|
>= sum(
|
|
self.model.works[
|
|
worker.id, w, day, constraint_shift.name
|
|
]
|
|
# for shiftname in self.get_shift_names_by_week_day(week, day)
|
|
# for day in self.days
|
|
for w, day in self.get_week_day_combinations_for_shift(
|
|
constraint_shift
|
|
)
|
|
if w == week
|
|
)
|
|
)
|
|
except ValueError:
|
|
# This happens if a shift if not assigned on the week (should we test for this instead?)
|
|
pass
|
|
|
|
try:
|
|
self.model.constraints.add(
|
|
self.constraint_options["max_shifts_per_week"]
|
|
>= sum(
|
|
self.model.works[worker.id, w, day, shiftname]
|
|
# for shiftname in self.get_shift_names_by_week_day(week, day)
|
|
# for day in self.days
|
|
for w, day, shiftname in self.get_all_shiftname_combinations(
|
|
week=week
|
|
)
|
|
)
|
|
)
|
|
except ValueError:
|
|
pass
|
|
|
|
# TODO: consider excluding shifts that span relevant period
|
|
if (
|
|
worker.site
|
|
in self.constraint_options["prevent_monday_after_full_weekends"]
|
|
):
|
|
# Ignore last week
|
|
if week + 1 in self.weeks:
|
|
self.model.constraints.add(
|
|
full_weekend_count
|
|
>= sum(
|
|
self.model.works[worker.id, week, "Sat", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week, "Sat"
|
|
)
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Sun", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week, "Sun"
|
|
)
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week + 1, "Mon", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week + 1, "Mon"
|
|
)
|
|
)
|
|
)
|
|
if (
|
|
worker.site
|
|
in self.constraint_options[
|
|
"prevent_monday_and_tuesday_after_full_weekends"
|
|
]
|
|
):
|
|
# Ignore last week
|
|
if week + 1 in self.weeks:
|
|
self.model.constraints.add(
|
|
full_weekend_count
|
|
>= sum(
|
|
self.model.works[worker.id, week, "Sat", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week, "Sat"
|
|
)
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Sun", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week, "Sun"
|
|
)
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week + 1, "Mon", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week + 1, "Mon"
|
|
)
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week + 1, "Tue", shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week + 1, "Tue"
|
|
)
|
|
)
|
|
)
|
|
if (
|
|
worker.site
|
|
in self.constraint_options["prevent_fridays_before_full_weekends"]
|
|
):
|
|
self.model.constraints.add(
|
|
full_weekend_count
|
|
>= sum(
|
|
self.model.works[worker.id, week, "Sat", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Sat")
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Sun", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Sat")
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Fri", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Sat")
|
|
)
|
|
)
|
|
if (
|
|
worker.site
|
|
in self.constraint_options["prevent_thursdays_before_full_weekends"]
|
|
):
|
|
self.model.constraints.add(
|
|
full_weekend_count
|
|
>= sum(
|
|
self.model.works[worker.id, week, "Sat", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Sat")
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Sun", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Sun")
|
|
)
|
|
+ sum(
|
|
self.model.works[worker.id, week, "Thu", shift.name]
|
|
for shift in self.get_shift_names_by_week_day(week, "Thu")
|
|
)
|
|
)
|
|
|
|
# # model.weekend_count stores the number of weekend shifts that a worker is assigned to wor
|
|
# # this is used (by the objective) to balance the total number of weekend shifts worked
|
|
# self.model.constraints.add(
|
|
# # We could use a helper to get required shifts to check
|
|
# self.model.works_whole_weekend[worker.id, week] >= sum(
|
|
# self.model.works[worker.id, week, day, shift.name]
|
|
# for day in self.days[5:]
|
|
# for shift in self.get_shifts()) - 1)
|
|
# self.model.constraints.add(
|
|
# self.model.works_whole_weekend[worker.id, week] <= sum(
|
|
# self.model.works[worker.id, week, day, shift.name]
|
|
# for day in self.days[5:]
|
|
# for shift in self.get_shifts()) / 2)
|
|
# if self.constraint_options["balance_weekends"]:
|
|
|
|
|
|
# Try disabling tihs to allow more than 2 shifts ot be assigned on a weekend
|
|
#self.model.constraints.add(
|
|
# self.model.works_weekend[worker.id, week]
|
|
# >= sum(
|
|
# self.model.works[worker.id, week, day, shiftname]
|
|
# for w, day, shiftname in self.get_all_shiftname_combinations(
|
|
# week=week
|
|
# )
|
|
# if day in self.days[5:]
|
|
# )
|
|
# / 2
|
|
#)
|
|
#self.model.constraints.add(
|
|
# self.model.works_weekend[worker.id, week]
|
|
# <= sum(
|
|
# self.model.works[worker.id, week, day, shiftname]
|
|
# for w, day, shiftname in self.get_all_shiftname_combinations(
|
|
# week=week
|
|
# )
|
|
# if day in self.days[5:]
|
|
# )
|
|
#)
|
|
# self.model.constraints.add(
|
|
# self.model.works_saturday[worker.id, week] == sum(
|
|
# self.model.works[worker.id, week, "Sat", shift.name]
|
|
# for shift in self.get_shifts()))
|
|
# self.model.constraints.add(
|
|
# self.model.works_sunday[worker.id, week] == sum(
|
|
# self.model.works[worker.id, week, "Sun", shift.name]
|
|
# for shift in self.get_shifts()))
|
|
|
|
# self.model.constraints.add(1 == sum(
|
|
# self.model.shift_week_worker_assigned[s.name, week, worker.id]
|
|
# for s in self.get_shifts_with_constraint("night")))
|
|
|
|
# for shift in self.get_shifts_with_constraint("single_block_per_week"):
|
|
# if shift.force_as_block:
|
|
# # Force nights to be assigned in blocks
|
|
# # self.model.constraints.add(8* self.model.shift_week_worker_assigned[shift.name, week, worker.id] >= sum(self.model.works[worker.id, week, day, shift.name] for day in self.days)
|
|
# # )
|
|
|
|
# # Force night shifts to be assigned in blocks
|
|
# self.model.constraints.add(
|
|
# self.model.shift_week_worker_assigned[
|
|
# shift.name, week, worker.id
|
|
# ]
|
|
# * len(shift.days)
|
|
# == sum(
|
|
# self.model.works[worker.id, w, d, s]
|
|
# for w, d, s in self.get_all_shiftname_combinations(week=week)
|
|
# #for day in self.days
|
|
# )
|
|
# )
|
|
# else:
|
|
# raise ValueError(f"Requires {shift.name} to have force_as_block")
|
|
|
|
# for shift in self.get_shifts_with_constraint("night"):
|
|
for shift in self.get_shifts(week=week):
|
|
if shift.force_as_block:
|
|
if shift.get_worker_requirement_by_date(
|
|
self.get_week_start_date(week)
|
|
):
|
|
# Force shifts to be assigned in blocks
|
|
self.model.constraints.add(
|
|
self.model.shift_week_worker_assigned[
|
|
shift.name, week, worker.id
|
|
]
|
|
* len(shift.days)
|
|
== sum(
|
|
self.model.works[worker.id, week, day, shift.name]
|
|
for day in shift.days
|
|
)
|
|
)
|
|
|
|
#
|
|
|
|
# def get_pre_may(week_days, max_pre)
|
|
|
|
for n in track(
|
|
range(len(weeks_days)), description="Generate week/day constraints"
|
|
):
|
|
week, day = weeks_days[n]
|
|
|
|
pre_map = []
|
|
for pre_n in range(1, self.max_pre + 1):
|
|
try:
|
|
pweek, pday = weeks_days[n - pre_n]
|
|
p = 1
|
|
except:
|
|
pweek, pday = weeks_days[n]
|
|
p = 0
|
|
|
|
pre_map.append((p, pweek, pday))
|
|
|
|
post_map = []
|
|
for post_n in range(1, self.max_post + 1):
|
|
try:
|
|
pweek, pday = weeks_days[n + post_n]
|
|
p = 1
|
|
except:
|
|
pweek, pday = weeks_days[n]
|
|
p = 0
|
|
|
|
post_map.append((p, pweek, pday))
|
|
|
|
# p1 = 1
|
|
# p2 = 1
|
|
# p3 = 1
|
|
# p4 = 1
|
|
# p5 = 1
|
|
# p6 = 1
|
|
# p7 = 1
|
|
# if n > 0:
|
|
# pweek, pday = weeks_days[n - 1]
|
|
# else:
|
|
# p1 = 0
|
|
# pweek, pday = weeks_days[n]
|
|
|
|
# try:
|
|
# p2week, p2day = weeks_days[n - 2]
|
|
# except IndexError:
|
|
# p2week, p2day = weeks_days[n]
|
|
# p2 = 0
|
|
|
|
# try:
|
|
# p3week, p3day = weeks_days[n - 3]
|
|
# except IndexError:
|
|
# p3week, p3day = weeks_days[n]
|
|
# p3 = 0
|
|
|
|
# try:
|
|
# p4week, p4day = weeks_days[n - 4]
|
|
# except IndexError:
|
|
# p4week, p4day = weeks_days[n]
|
|
# p4 = 0
|
|
|
|
# try:
|
|
# p5week, p5day = weeks_days[n - 5]
|
|
# except IndexError:
|
|
# p5week, p5day = weeks_days[n]
|
|
# p5 = 0
|
|
|
|
# try:
|
|
# p6week, p6day = weeks_days[n - 6]
|
|
# except IndexError:
|
|
# p6week, p6day = weeks_days[n]
|
|
# p6 = 0
|
|
|
|
# try:
|
|
# p7week, p7day = weeks_days[n - 7]
|
|
# except IndexError:
|
|
# p7week, p7day = weeks_days[n]
|
|
# p7 = 0
|
|
|
|
# pre_map = [
|
|
# (p1, pweek, pday),
|
|
# (p2, p2week, p2day),
|
|
# (p3, p3week, p3day),
|
|
# (p4, p4week, p4day),
|
|
# (p5, p5week, p5day),
|
|
# (p6, p6week, p6day),
|
|
# (p7, p7week, p7day),
|
|
# ]
|
|
|
|
# n1 = 1
|
|
# n2 = 1
|
|
# n3 = 1
|
|
# n4 = 1
|
|
# n5 = 1
|
|
# n6 = 1
|
|
# n7 = 1
|
|
# if n > 0:
|
|
# nweek, nday = weeks_days[n - 1]
|
|
# else:
|
|
# n1 = 0
|
|
# nweek, nday = weeks_days[n]
|
|
|
|
# try:
|
|
# n2week, n2day = weeks_days[n - 2]
|
|
# except IndexError:
|
|
# n2week, n2day = weeks_days[n]
|
|
# n2 = 0
|
|
|
|
# try:
|
|
# n3week, n3day = weeks_days[n - 3]
|
|
# except IndexError:
|
|
# n3week, n3day = weeks_days[n]
|
|
# n3 = 0
|
|
|
|
# try:
|
|
# n4week, n4day = weeks_days[n - 4]
|
|
# except IndexError:
|
|
# n4week, n4day = weeks_days[n]
|
|
# n4 = 0
|
|
|
|
# try:
|
|
# n5week, n5day = weeks_days[n - 5]
|
|
# except IndexError:
|
|
# n5week, n5day = weeks_days[n]
|
|
# n5 = 0
|
|
|
|
# try:
|
|
# n6week, n6day = weeks_days[n - 6]
|
|
# except IndexError:
|
|
# n6week, n6day = weeks_days[n]
|
|
# n6 = 0
|
|
|
|
# try:
|
|
# n7week, n7day = weeks_days[n - 7]
|
|
# except IndexError:
|
|
# n7week, n7day = weeks_days[n]
|
|
# n7 = 0
|
|
|
|
# post_map = [
|
|
# (n1, nweek, nday),
|
|
# (n2, n2week, n2day),
|
|
# (n3, n3week, n3day),
|
|
# (n4, n4week, n4day),
|
|
# (n5, n5week, n5day),
|
|
# (n6, n6week, n6day),
|
|
# (n7, n7week, n7day),
|
|
# ]
|
|
|
|
# n1 = 1
|
|
# n2 = 1
|
|
# try:
|
|
# nweek, nday = weeks_days[n + 1]
|
|
# except IndexError:
|
|
# nweek, nday = weeks_days[n]
|
|
# n1 = 0
|
|
|
|
# try:
|
|
# n2week, n2day = weeks_days[n + 2]
|
|
# except IndexError:
|
|
# n2week, n2day = weeks_days[n]
|
|
# n2 = 0
|
|
|
|
# try:
|
|
# n3week, n3day = weeks_days[n + 3]
|
|
# except IndexError:
|
|
# n3week, n3day = weeks_days[n]
|
|
# n3 = 0
|
|
|
|
# IF paired we check the following against both workers
|
|
workers = [worker]
|
|
if self.constraint_options["hard_constrain_pair_separation"]:
|
|
for worker_pairs in self.worker_pairs:
|
|
if worker_pairs[0] == worker:
|
|
workers = worker_pairs
|
|
|
|
if self.get_shift_names_by_week_day(week, day):
|
|
# Unable to work (hard constraint not preference)
|
|
self.model.constraints.add(
|
|
self.model.available[worker.id, week, day]
|
|
>= sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
)
|
|
if self.get_locum_workers():
|
|
self.model.constraints.add(
|
|
self.model.available[worker.id, week, day]
|
|
>= sum(
|
|
self.model.locum_works[worker.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
)
|
|
|
|
# single shift per day (unless multi-shift allowed)
|
|
# This is signifantly slower so only enable if required
|
|
shifts_today = self.get_shift_names_by_week_day(week, day)
|
|
assigned_vars = [
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in shifts_today
|
|
]
|
|
worker_allowed_sets = getattr(
|
|
worker, "allowed_multi_shift_sets", []
|
|
)
|
|
force_assign_sets = []
|
|
for shift_name in shifts_today:
|
|
if hasattr(worker, "force_assign_with") and shift_name in worker.force_assign_with:
|
|
force_set = set([shift_name] + list(worker.force_assign_with[shift_name]))
|
|
if force_set.issubset(shifts_today):
|
|
force_assign_sets.append(force_set)
|
|
shift_obj = self.get_shift_by_name(shift_name)
|
|
if getattr(shift_obj, "force_assign_with", []):
|
|
force_set = set([shift_name] + list(shift_obj.force_assign_with))
|
|
if force_set.issubset(shifts_today):
|
|
force_assign_sets.append(force_set)
|
|
|
|
# If no allowed sets, we can only assign one shift
|
|
allowed_sets_today = [
|
|
allowed_set
|
|
for allowed_set in worker_allowed_sets
|
|
if allowed_set.issubset(shifts_today)
|
|
] + force_assign_sets
|
|
|
|
if allowed_sets_today:
|
|
# Forbid any multi-shift assignment that includes shifts from different allowed sets
|
|
# Build all possible multi-shift assignments
|
|
all_multi = [
|
|
set(c)
|
|
for i in range(2, len(shifts_today) + 1)
|
|
for c in itertools.combinations(shifts_today, i)
|
|
]
|
|
# Build all allowed multi-shift patterns (all non-empty subsets of each allowed set)
|
|
allowed_patterns = [{shift} for shift in shifts_today]
|
|
for allowed_set in allowed_sets_today:
|
|
allowed_patterns += [
|
|
set(s)
|
|
for i in range(2, len(allowed_set) + 1)
|
|
for s in itertools.combinations(allowed_set, i)
|
|
]
|
|
# Forbid all other multi-shift combinations
|
|
forbidden = [s for s in all_multi if s not in allowed_patterns]
|
|
for forbidden_set in forbidden:
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in forbidden_set
|
|
)
|
|
<= len(forbidden_set) - 1
|
|
)
|
|
# Still, at most all shifts per day
|
|
self.model.constraints.add(
|
|
sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
for shift in shifts_today
|
|
)
|
|
<= len(shifts_today)
|
|
)
|
|
else:
|
|
# Only one shift per day if no allowed sets
|
|
self.model.constraints.add(sum(assigned_vars) <= 1)
|
|
|
|
# This applies to locums as well
|
|
if self.get_workers_who_require_locums():
|
|
self.model.constraints.add(
|
|
1
|
|
>= sum(
|
|
self.model.locum_works[worker.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
)
|
|
self.model.constraints.add(
|
|
1
|
|
>= sum(
|
|
self.model.works[worker.id, week, day, shift]
|
|
+ self.model.locum_works[worker.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(week, day)
|
|
)
|
|
)
|
|
|
|
if self.constraint_options["hard_constrain_pair_separation"]:
|
|
for worker_pairs in self.worker_pairs:
|
|
if worker_pairs[0] == worker:
|
|
self.model.constraints.add(
|
|
1
|
|
>= sum(
|
|
self.model.works[w.id, week, day, shift]
|
|
for shift in self.get_shift_names_by_week_day(
|
|
week, day
|
|
)
|
|
for w in worker_pairs
|
|
)
|
|
)
|
|
|
|
# NOTE: due to the way that this is implemented, if a
|
|
# shift spans 7 days you may get >7 allocations in a row
|
|
# as it only checks for a different shift allocation
|
|
for constraint_shift in self.get_shifts_with_constraints(
|
|
PreShiftConstraint
|
|
):
|
|
constraint = constraint_shift.get_constraint(PreShiftConstraint)
|
|
if constraint.allow_self:
|
|
ignore_shifts = constraint.ignore_shifts + [constraint_shift.name]
|
|
else:
|
|
ignore_shifts = constraint.ignore_shifts
|
|
if week not in constraint.weeks:
|
|
continue
|
|
for n in range(0, constraint.days):
|
|
if day in constraint.exclude_days:
|
|
continue
|
|
if day in constraint_shift.days:
|
|
# Only apply if worker can work this shift
|
|
if worker.site not in constraint_shift.sites:
|
|
continue
|
|
try:
|
|
works = self.model.works[
|
|
worker.id, week, day, constraint_shift.name
|
|
]
|
|
except KeyError:
|
|
continue
|
|
self.model.constraints.add(
|
|
1
|
|
>= works
|
|
+ sum(
|
|
pre_map[n][0]
|
|
* self.model.works[
|
|
w.id, pre_map[n][1], pre_map[n][2], shiftname
|
|
]
|
|
for shiftname in self.get_shift_names_by_week_day(
|
|
pre_map[n][1], pre_map[n][2]
|
|
)
|
|
if shiftname not in ignore_shifts
|
|
for w in workers
|
|
if w.site in constraint_shift.sites # Only workers who can work this shift
|
|
)
|
|
)
|
|
|
|
for constraint_shift in self.get_shifts_with_constraints(
|
|
PostShiftConstraint
|
|
):
|
|
constraint = constraint_shift.get_constraint(PostShiftConstraint)
|
|
if constraint.allow_self:
|
|
ignore_shifts = constraint.ignore_shifts + [constraint_shift.name]
|
|
else:
|
|
ignore_shifts = constraint.ignore_shifts
|
|
if week not in constraint.weeks:
|
|
continue
|
|
for n in range(0, constraint.days):
|
|
if day in constraint.exclude_days:
|
|
continue
|
|
if day in constraint_shift.days:
|
|
# Only apply if worker can work this shift
|
|
if worker.site not in constraint_shift.sites:
|
|
continue
|
|
try:
|
|
works = self.model.works[
|
|
worker.id, week, day, constraint_shift.name
|
|
]
|
|
except KeyError:
|
|
continue
|
|
self.model.constraints.add(
|
|
1
|
|
>= works
|
|
+ sum(
|
|
post_map[n][0]
|
|
* self.model.works[
|
|
w.id, post_map[n][1], post_map[n][2], shiftname
|
|
]
|
|
for shiftname in self.get_shift_names_by_week_day(
|
|
post_map[n][1], post_map[n][2]
|
|
)
|
|
if shiftname not in ignore_shifts
|
|
for w in workers
|
|
if w.site in constraint_shift.sites # Only workers who can work this shift
|
|
)
|
|
)
|
|
|
|
# Night constraint means we won't assign a shift the day before
|
|
# an unavailability
|
|
for constraint_shift in self.get_shifts_with_constraint(NightConstraint):
|
|
if (
|
|
worker.id,
|
|
# pweek,
|
|
pre_map[0][1],
|
|
# pday,
|
|
pre_map[0][2],
|
|
constraint_shift.name,
|
|
) in self.model.works:
|
|
# Ensure night prior to unavalibity is not assigned
|
|
self.model.constraints.add(
|
|
self.model.available[worker.id, week, day]
|
|
>= self.model.works[
|
|
# worker.id, pweek, pday, constraint_shift.name
|
|
worker.id,
|
|
pre_map[0][1],
|
|
pre_map[0][2],
|
|
constraint_shift.name,
|
|
]
|
|
)
|
|
|
|
## Ensure each shift has the requisit number of workers assigned
|
|
# for (
|
|
# week,
|
|
# day,
|
|
# shift,
|
|
# workers_required,
|
|
# site_required,
|
|
# ) in self.get_required_workers_and_site_combinations():
|
|
# # print(week, day, shift, workers_required, site_required)
|
|
# self.model.constraints.add(
|
|
# workers_required
|
|
# == sum(
|
|
# self.model.works[worker.id, week, day, shift]
|
|
# for worker in self.workers
|
|
# if worker.locum
|
|
# )
|
|
# )
|
|
|
|
# for worker in self.workers:
|
|
# if worker.locum:
|
|
# for week, day, shift in self.get_all_shiftname_combinations():
|
|
# self.model.constraints.add(
|
|
# self.model.locum_works[worker.id, week, day, shift]
|
|
# == self.model.works[worker.id, week, day, shift]
|
|
# )
|
|
|
|
self.define_objectives()
|
|
|
|
print("Building model completed")
|
|
|
|
def define_objectives(self):
|
|
# Define an objective function with model as input, to pass later
|
|
def obj_rule(m):
|
|
# c = len(workers)
|
|
prefer_multi_shift_expr = sum(
|
|
getattr(worker, "prefer_multi_shift_together", 0)
|
|
* self.model.multi_shift_together[worker.id, week, day, idx]
|
|
for worker in self.workers
|
|
for week, day in self.get_week_day_combinations()
|
|
for idx, allowed_set in enumerate(
|
|
getattr(worker, "allowed_multi_shift_sets", [])
|
|
)
|
|
if allowed_set.issubset(self.get_shift_names_by_week_day(week, day))
|
|
)
|
|
|
|
balance_modifier_constant = 10
|
|
balance_quadratic_shift_modifier_constant = 3
|
|
block_shift_balancing_constant = 1
|
|
locum_shift_balance_modifier_constant = 40
|
|
|
|
locum_shift_balancing = 0
|
|
if self.get_workers_who_require_locums():
|
|
if self.constraint_options["balance_locum_shifts"]:
|
|
locum_shift_balancing = sum(
|
|
locum_shift_balance_modifier_constant
|
|
* (
|
|
self.model.locum_shifts_t1[(worker.id)]
|
|
+ self.model.locum_shifts_t2[(worker.id)]
|
|
)
|
|
for worker in self.workers
|
|
)
|
|
|
|
if self.constraint_options["balance_shifts_over_workers"]:
|
|
worker_shift_balancing = sum(
|
|
balance_modifier_constant
|
|
* (
|
|
self.model.worker_shift_count_t1[(worker.id)]
|
|
+ self.model.worker_shift_count_t2[(worker.id)]
|
|
)
|
|
for worker in self.workers
|
|
)
|
|
else:
|
|
worker_shift_balancing = 0
|
|
|
|
if self.constraint_options["balance_shifts"]:
|
|
shift_balancing = sum(
|
|
balance_modifier_constant
|
|
* (
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
+ self.model.shift_count_t2[worker.id, shift.name]
|
|
)
|
|
for worker in self.workers
|
|
for shift in self.get_shifts()
|
|
)
|
|
else:
|
|
shift_balancing = 0
|
|
|
|
if self.constraint_options["balance_shifts_quadratic"]:
|
|
quadratic_shift_balancing = sum(
|
|
balance_quadratic_shift_modifier_constant
|
|
* (
|
|
self.model.shift_count_t1[worker.id, shift.name]
|
|
+ self.model.shift_count_t2[worker.id, shift.name]
|
|
)
|
|
for worker in self.workers
|
|
for shift in self.get_shifts()
|
|
)
|
|
else:
|
|
quadratic_shift_balancing = 0
|
|
|
|
true_quadratic_shift_balancing = 0
|
|
if self.constraint_options["balance_shifts_true_quadratic"]:
|
|
shift_diff_modifier_constant = 10
|
|
true_quadratic_shift_balancing = sum(
|
|
shift_diff_modifier_constant
|
|
* self.model.shift_count_diff_summed[(worker.id)]
|
|
for worker in self.workers
|
|
)
|
|
|
|
if self.constraint_options["minimise_shift_diffs"]:
|
|
shift_diff_modifier_constant = 10
|
|
shift_diff_balancing = sum(
|
|
shift_diff_modifier_constant
|
|
* self.model.shift_count_diff_summed[(worker.id)]
|
|
for worker in self.workers
|
|
)
|
|
else:
|
|
shift_diff_balancing = 0
|
|
|
|
if self.constraint_options["balance_nights"]:
|
|
night_balance_modifier_constant = 10
|
|
night_shift_balancing = sum(
|
|
night_balance_modifier_constant
|
|
* self.model.night_shift_count_w[(worker.id)]
|
|
# (self.model.night_shift_count_t1[(worker.id)] +
|
|
# self.model.night_shift_count_t2[(worker.id)])
|
|
for worker in self.workers
|
|
)
|
|
else:
|
|
night_shift_balancing = 0
|
|
|
|
if self.constraint_options["balance_bank_holidays"]:
|
|
bank_holiday_balance_modifier_constant = 1000
|
|
bank_holiday_balancing = sum(
|
|
bank_holiday_balance_modifier_constant
|
|
* (self.model.bank_holiday_count_w[(worker.id)] - 1)
|
|
# (self.model.night_shift_count_t1[(worker.id)] +
|
|
# self.model.night_shift_count_t2[(worker.id)])
|
|
for worker in self.workers
|
|
)
|
|
else:
|
|
bank_holiday_balancing = 0
|
|
|
|
if self.constraint_options["balance_weekends"]:
|
|
weekend_balance_modifier_constant = 5
|
|
weekend_shift_balancing = sum(
|
|
weekend_balance_modifier_constant
|
|
* self.model.weekend_shift_count_w[(worker.id)]
|
|
for worker in self.workers
|
|
)
|
|
else:
|
|
weekend_shift_balancing = 0
|
|
|
|
preference_constant = 10
|
|
# Preferences (not to work)
|
|
preferences = sum(
|
|
self.model.pref_not_to_work[worker.id, week, day]
|
|
* self.model.works[worker.id, week, day, shift]
|
|
* preference_constant
|
|
for worker in self.workers
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
)
|
|
|
|
# Work requsets
|
|
work_request_constant = 10000 # Needs to be very big to override loss from bank holiday requests
|
|
work_requests = sum(
|
|
self.model.work_requests[worker.id, week, day, shift]
|
|
* self.model.works[worker.id, week, day, shift]
|
|
* work_request_constant
|
|
for worker in self.workers
|
|
for week, day, shift in self.get_all_shiftname_combinations()
|
|
)
|
|
|
|
# # Spread nights
|
|
if self.constraint_options["balance_nights_across_sites"]:
|
|
nights_site_balancing = sum(
|
|
(
|
|
self.model.night_per_site_t1[week, shift.name, site]
|
|
+ self.model.night_per_site_t2[week, shift.name, site]
|
|
)
|
|
* 20
|
|
# self.model.night_per_site2[week, block, site]
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(NightConstraint)
|
|
for site in self.sites
|
|
)
|
|
else:
|
|
nights_site_balancing = 0
|
|
|
|
if self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint):
|
|
block_site_balancing = sum(
|
|
(
|
|
self.model.shift_per_site_t1[week, shift.name, site]
|
|
+ self.model.shift_per_site_t2[week, shift.name, site]
|
|
)
|
|
* 2000
|
|
# self.model.night_per_site2[week, block, site]
|
|
for week in self.weeks
|
|
for shift in self.get_shifts_with_constraint(BalanceAcrossGroupsConstraint)
|
|
for site in self.sites
|
|
)
|
|
else:
|
|
block_site_balancing = 0
|
|
|
|
if self.constraint_options["balance_blocks"]:
|
|
blocks_balancing = sum(
|
|
block_shift_balancing_constant
|
|
* self.model.blocks_assigned[week, shift]
|
|
for week in self.weeks
|
|
for shift in self.shifts_to_assign_as_blocks()
|
|
)
|
|
else:
|
|
blocks_balancing = 0
|
|
|
|
prefer_block_expr = sum(
|
|
worker.assign_as_block_preferences.get(shift.name, 0)
|
|
* self.model.blocks_worker_shift_assigned[worker.id, week, shift.name]
|
|
for worker in self.workers
|
|
for week in self.weeks
|
|
for shift in self.shifts
|
|
if hasattr(worker, "assign_as_block_preferences")
|
|
and shift.name in worker.assign_as_block_preferences
|
|
and (worker.id, week, shift.name)
|
|
in self.model.blocks_worker_shift_assigned
|
|
and worker.site in shift.sites
|
|
)
|
|
|
|
# Quadratic :(
|
|
# worker_pairs_balancing = 0
|
|
# worker_pairs_constant = 100000
|
|
# if self.worker_pairs:
|
|
# for worker_a, worker_b in self.worker_pairs:
|
|
# print(worker_a, worker_b)
|
|
# for week, day in self.get_week_day_combinations():
|
|
# worker_pairs_balancing = worker_pairs_balancing + sum(self.model.works[worker_a.id, week, day, shift] for shift in self.get_shift_names_by_week_day(week, day)) * sum(self.model.works[worker_b.id, week, day, shift] for shift in self.get_shift_names_by_week_day(week, day)) * worker_pairs_constant
|
|
return (
|
|
weekend_shift_balancing
|
|
+ quadratic_shift_balancing
|
|
+ shift_balancing
|
|
+ worker_shift_balancing
|
|
+ night_shift_balancing
|
|
+ shift_diff_balancing
|
|
+ preferences
|
|
+ nights_site_balancing
|
|
+ block_site_balancing
|
|
+ bank_holiday_balancing
|
|
+ blocks_balancing
|
|
- work_requests
|
|
+ locum_shift_balancing
|
|
+ true_quadratic_shift_balancing
|
|
- prefer_multi_shift_expr
|
|
+ prefer_block_expr
|
|
)
|
|
|
|
# add objective function to the model. rule (pass function) or expr (pass expression directly)
|
|
self.model.obj = Objective(rule=obj_rule, sense=minimize)
|
|
|
|
# def allow_shifts_together(self, *shift_names: str):
|
|
# """
|
|
# Allow the given set of shift names to be assigned together on a single day.
|
|
# """
|
|
# self.allowed_multi_shift_sets.append(set(shift_names))
|
|
|
|
def add_warning(self, warning_type: str, message: str):
|
|
print(f"[bold red]WARNING:[/bold red] {warning_type} - {message}")
|
|
self.warnings.append((warning_type, message))
|
|
|
|
if warning_type in self.terminate_on_warning:
|
|
raise WarningTermination(warning_type)
|
|
|
|
def get_warnings(self, warning_type: None | str = None):
|
|
if warning_type is None:
|
|
return self.warnings
|
|
else:
|
|
return [warning for warning in self.warnings if warning[0] == warning_type]
|
|
|
|
def add_worker(self, worker: Worker) -> None:
|
|
"""Add a worker to the rota
|
|
|
|
Args:
|
|
worker (Worker):
|
|
"""
|
|
self.workers.append(worker)
|
|
|
|
def add_workers(self, workers: List) -> None:
|
|
"""Add multiple workers to the rota
|
|
|
|
Args:
|
|
workers (List(Worker)):
|
|
"""
|
|
for worker in workers:
|
|
self.add_worker(worker)
|
|
# self.workers.extend(workers)
|
|
|
|
def build_workers(self) -> None:
|
|
"""Process loaded shifts and workers
|
|
|
|
Must be called prior to attempting to solve
|
|
"""
|
|
if not self.workers:
|
|
raise NoWorkers("Workers must be added prior to calling build_workers")
|
|
|
|
self.workers_id_map: dict[str, Worker] = {}
|
|
self.workers_name_map: dict[str, Worker] = {}
|
|
|
|
for worker in track(self.workers, description="Building workers"):
|
|
print(worker.name)
|
|
worker.load_rota(self)
|
|
wid = worker.id
|
|
if wid in self.workers_id_map:
|
|
message = f"Worker with id '{wid}' has been added twice"
|
|
self.add_warning("Worker/duplicate id", message)
|
|
|
|
self.workers_id_map[wid] = worker
|
|
|
|
if worker.name in self.workers_name_map:
|
|
message = f"Worker with name '{worker.name}' has been added twice"
|
|
self.add_warning("Worker/duplicate name", message)
|
|
self.workers_name_map[worker.name] = worker
|
|
|
|
if worker.site not in self.sites:
|
|
message = f"Worker with name '{worker.name}' ({worker.id}) has no valid shifts (site: {worker.site})"
|
|
logger.warning(message)
|
|
self.add_warning("Worker/no valid shifts", message)
|
|
|
|
|
|
for date, shift_name in worker.forced_assignments_by_date:
|
|
try:
|
|
week, day = self.get_week_day_by_date(date)
|
|
worker.force_assign_shift(week, day, shift_name)
|
|
except WeekDayNotFound:
|
|
self.add_warning(
|
|
"Worker/forced assignment date not found",
|
|
f"Worker {worker.name} ({worker.id}) has a forced assignment for {date} ({shift_name}) but this date is not in the rota",
|
|
)
|
|
continue
|
|
|
|
self.workers = sorted(self.workers)
|
|
|
|
self.full_time_equivalent = sum(
|
|
w.fte_adj for w in self.workers
|
|
) # TODO: rewrite as per shift
|
|
self.full_time_equivalent_sites = {}
|
|
self.workers_at_sites = {}
|
|
|
|
for site in track(self.sites, description="Generating site workers"):
|
|
self.workers_at_sites[site] = [w for w in self.workers if w.site == site]
|
|
|
|
self.full_time_equivalent_sites[site] = {}
|
|
|
|
for shift in self.get_shifts():
|
|
self.full_time_equivalent_sites[site][shift.name] = sum(
|
|
w.get_fte(shift=shift.name) for w in self.workers if w.site == site
|
|
)
|
|
|
|
self.worker_pairs = []
|
|
pairs = defaultdict(list)
|
|
for w in self.workers:
|
|
if w.pair is not None:
|
|
pairs[w.pair].append(w)
|
|
|
|
for p in pairs:
|
|
self.worker_pairs.append(tuple(pairs[p]))
|
|
|
|
|
|
def add_worker_name_constraint_by_week(
|
|
self, names: Iterable[str], weeks: Iterable[int], shifts
|
|
):
|
|
self.constraint_options["avoid_shifts_by_worker_names"].append(
|
|
{"names": names, "weeks": weeks, "shifts": shifts}
|
|
)
|
|
|
|
def add_grade_constraint_by_week(
|
|
self, grades: Iterable[int], weeks: Iterable[int], shifts
|
|
):
|
|
self.constraint_options["avoid_shifts_by_grades"].append(
|
|
{"grades": grades, "weeks": weeks, "shifts": shifts}
|
|
)
|
|
|
|
def add_min_summed_grade_by_shifts_per_day_constraint(
|
|
self,
|
|
shifts: list[str],
|
|
min_grade_sum: int,
|
|
weeks: list[int] = None,
|
|
days: list[str] = None,
|
|
):
|
|
"""
|
|
Helper to add a minimum summed grade constraint for a set of shifts per day.
|
|
"""
|
|
constraint = MinSummedGradeByShiftsPerDayConstraint(
|
|
shifts=shifts,
|
|
min_grade_sum=min_grade_sum,
|
|
weeks=weeks,
|
|
days=days,
|
|
)
|
|
self.constraint_options["min_summed_grade_by_shifts_per_day"].append(constraint)
|
|
|
|
def add_shift(self, shift: SingleShift) -> None:
|
|
"""Add a shift to the collection
|
|
|
|
:param SingleShift shift: Shift object
|
|
|
|
"""
|
|
self.shifts.append(shift)
|
|
|
|
def add_shifts(self, *shifts: SingleShift) -> None:
|
|
"""Add multiple shifts
|
|
|
|
Returns:
|
|
None
|
|
"""
|
|
self.shifts.extend(shifts)
|
|
|
|
def clear_shifts(self) -> None:
|
|
self.shifts = []
|
|
|
|
def get_shift_names_by_week_day(self, week, day: DayStr, return_empty_if_week_day_not_found:bool=False) -> set:
|
|
"""Returns the shifts required for a specific day
|
|
|
|
Returns:
|
|
set: Set of ShiftName
|
|
|
|
"""
|
|
if (week, day) not in self.week_day_shifts_dict:
|
|
if return_empty_if_week_day_not_found:
|
|
return set()
|
|
raise WeekDayNotFound(f"Week {week}, Day {day} not found in week_day_shifts_dict")
|
|
return self.week_day_shifts_dict[(week, day)]
|
|
|
|
def get_week_day_shift_names_by_week_day(self, week, day: DayStr) -> set:
|
|
"""Returns the shifts required for a specific day
|
|
|
|
Returns:
|
|
set: Set of ShiftName
|
|
|
|
"""
|
|
return set(
|
|
(week, day, shift_name)
|
|
for shift_name in self.week_day_shifts_dict[(week, day)]
|
|
)
|
|
|
|
def get_shift_by_name(self, name: str) -> SingleShift:
|
|
"""
|
|
|
|
:param name:
|
|
|
|
"""
|
|
return self.shifts_by_name[name]
|
|
|
|
def get_shift_length_by_name(self, name):
|
|
"""Get the length of a shift
|
|
|
|
Args:
|
|
name (str): Name of a shift
|
|
|
|
Returns:
|
|
int: Length of the shift
|
|
"""
|
|
return self.shifts_by_name[name].length
|
|
|
|
def get_date_by_week_day(self, week: WeekInt, day: DayStr) -> datetime.date:
|
|
try:
|
|
return self.week_day_date_map[(week, day)]
|
|
except KeyError:
|
|
self.add_warning(
|
|
"Rota/week day date map",
|
|
f"Week {week}, Day {day} not found in week_day_date_map",
|
|
)
|
|
return datetime.date(1900, 1, 1)
|
|
|
|
def get_weeks_by_date_range(self, start_date: datetime.date | None, end_date: datetime.date | None) -> list[WeekInt]:
|
|
"""Get a list of weeks that fall within a date range.
|
|
|
|
Args:
|
|
start_date (datetime.date): The start date of the range.
|
|
end_date (datetime.date): The end date of the range.
|
|
|
|
Returns:
|
|
list[WeekInt]: A list of week numbers that fall within the date range.
|
|
"""
|
|
# TODO: think about error if not monday start date?
|
|
weeks = []
|
|
if start_date is None:
|
|
start_date = self.start_date
|
|
if end_date is None:
|
|
end_date = self.rota_end_date
|
|
|
|
for week in self.weeks:
|
|
week_start = self.get_date_by_week_day(week, "Mon")
|
|
week_end = self.get_date_by_week_day(week, "Sun")
|
|
if week_start >= start_date and week_end <= end_date:
|
|
weeks.append(week)
|
|
return weeks
|
|
|
|
def pair_shifts(self, *shifts: SingleShift):
|
|
# NOTE: currently designed to pair two shifts
|
|
# this could be extended...
|
|
if len(shifts) < 2:
|
|
raise ValueError(f"Must pair at least two shifts: {shifts}")
|
|
self.paired_shifts.append([*shifts])
|
|
|
|
def get_date_range(
|
|
self, start_date: datetime.date = None, end_date: datetime.date = None
|
|
):
|
|
"""Gets a range of dates
|
|
|
|
If either start_date or end_date are not provided defaults to the rota dates"""
|
|
if start_date is None:
|
|
start_date = self.start_date
|
|
if end_date is None:
|
|
end_date = self.rota_end_date
|
|
|
|
for n in range(int((end_date - start_date).days) + 1):
|
|
yield start_date + datetime.timedelta(n)
|
|
|
|
def allow_shifts_together_for_all_workers(self, *shift_names: str):
|
|
"""
|
|
Allow the given set of shift names to be assigned together on a single day for all workers.
|
|
"""
|
|
for worker in self.workers:
|
|
worker.allow_shifts_together(*shift_names)
|
|
|
|
def build_shifts(self):
|
|
"""
|
|
Process the added shifts
|
|
"""
|
|
|
|
self.shifts_by_name = {}
|
|
self.shift_names = [] # type: List[ShiftName]
|
|
|
|
# self.week_day_shifts_dict = {(week, day): set() for week in self.weeks for day in days}
|
|
self.week_day_shifts_dict = {}
|
|
self.sites = set()
|
|
|
|
self.week_day_shift_product = []
|
|
self.week_day_shiftclass_product = []
|
|
|
|
for s in self.shifts:
|
|
pass
|
|
|
|
for s in self.shifts:
|
|
if s.name in self.shift_names:
|
|
raise InvalidShift(f"Duplicate shift: {s.name}")
|
|
|
|
if s.start_date is not None:
|
|
if s.start_date > self.rota_end_date or s.start_date < self.start_date:
|
|
self.add_warning(
|
|
"Shift/invalid start date",
|
|
f"Shift '{s.name}' has a start date outside of the rota limits ({s.start_date} vs [{self.start_date}---{self.rota_end_date}])",
|
|
)
|
|
else:
|
|
s.start_date = self.start_date
|
|
|
|
if s.end_date is not None:
|
|
if s.end_date > self.rota_end_date or s.end_date < self.start_date:
|
|
self.add_warning(
|
|
"Shift/invalid end date",
|
|
f"Shift '{s.name}' has an end date outside of the rota limits ({s.end_date} vs [{self.start_date}---{self.rota_end_date}])",
|
|
)
|
|
else:
|
|
s.end_date = self.rota_end_date
|
|
|
|
|
|
if hasattr(s, "force_assign_with") and s.force_assign_with:
|
|
missing = set(s.force_assign_with) - set(shift.name for shift in self.shifts)
|
|
if missing:
|
|
raise InvalidShift(
|
|
f"Shift '{s.name}' has force_assign_with referencing non-existent shift(s): {missing}"
|
|
)
|
|
|
|
all_shift_names = set(shift.name for shift in self.shifts)
|
|
for worker in self.workers:
|
|
if hasattr(worker, "force_assign_with"):
|
|
for shift_name, with_shifts in getattr(worker, "force_assign_with", {}).items():
|
|
missing = set([shift_name] + list(with_shifts)) - all_shift_names
|
|
if missing:
|
|
raise InvalidShift(
|
|
f"Worker '{worker.name}' has force_assign_with referencing non-existent shift(s): {missing}"
|
|
)
|
|
|
|
# Check worker requirements
|
|
if not isinstance(s.workers_required, int):
|
|
# Validate the worker requirements
|
|
for worker_requirement in s.workers_required:
|
|
if not isinstance(worker_requirement, WorkerRequirement):
|
|
raise InvalidShift(
|
|
f"Invalid worker requirement: {worker_requirement}"
|
|
)
|
|
|
|
if worker_requirement.start_date is None:
|
|
worker_requirement.start_date = s.start_date
|
|
elif worker_requirement.start_date > s.end_date:
|
|
self.add_warning(
|
|
"Shift/worker requirement start date",
|
|
f"Worker requirement start date is after shift end date: {worker_requirement.start_date} > {s.end_date}",
|
|
)
|
|
|
|
if worker_requirement.end_date is None:
|
|
worker_requirement.end_date = s.end_date
|
|
elif worker_requirement.end_date < s.start_date:
|
|
self.add_warning(
|
|
"Shift/worker requirement end date",
|
|
f"Worker requirement end date is before shift start date: {worker_requirement.end_date} < {s.start_date}",
|
|
)
|
|
|
|
self.shifts_by_name[s.name] = s
|
|
self.shift_names.append(s.name)
|
|
|
|
# for day in s.days:
|
|
# self.week_day_shifts_dict[(week, day)].add(s.name)
|
|
|
|
for site in list(s.sites):
|
|
self.sites.add(site)
|
|
|
|
for constraint in s.constraints:
|
|
if constraint.weeks is None:
|
|
constraint.weeks = self.get_weeks_by_date_range(constraint.start_date, constraint.end_date)
|
|
|
|
self.shift_counts = defaultdict(int)
|
|
self.shift_worker_counts = defaultdict(int)
|
|
for week, day in self.weeks_days_product:
|
|
self.week_day_shifts_dict[(week, day)] = set()
|
|
|
|
current_date = self.get_date_by_week_day(week, day)
|
|
for s in self.shifts:
|
|
# Check if the shift has started or ended
|
|
if current_date < s.start_date or current_date > s.end_date:
|
|
continue
|
|
|
|
# Shift not required if there are no worker requirements
|
|
workers_required = s.get_worker_requirement_by_date(current_date)
|
|
if not workers_required:
|
|
self.add_warning(
|
|
"Shift/worker requirement is zero",
|
|
f"Shift '{s.name}' has no worker requirements on {current_date}",
|
|
)
|
|
continue
|
|
|
|
if s.bank_holidays_only:
|
|
if current_date in self.bank_holidays:
|
|
self.week_day_shift_product.append((week, day, s.name))
|
|
self.week_day_shiftclass_product.append((week, day, s))
|
|
self.week_day_shifts_dict[(week, day)].add(s.name)
|
|
self.shift_counts[s.name] = self.shift_counts[s.name] + 1
|
|
self.shift_worker_counts[s.name] = (
|
|
self.shift_worker_counts[s.name] + workers_required
|
|
)
|
|
else:
|
|
if day in s.days:
|
|
self.week_day_shift_product.append((week, day, s.name))
|
|
self.week_day_shiftclass_product.append((week, day, s))
|
|
self.week_day_shifts_dict[(week, day)].add(s.name)
|
|
self.shift_counts[s.name] = self.shift_counts[s.name] + 1
|
|
self.shift_worker_counts[s.name] = (
|
|
self.shift_worker_counts[s.name] + workers_required
|
|
)
|
|
|
|
self.max_pre = 1
|
|
self.max_post = 1
|
|
for shift in self.get_shifts_with_constraint(PreShiftConstraint):
|
|
self.max_pre = max(shift.get_constraint(PreShiftConstraint).days, self.max_pre)
|
|
|
|
for shift in self.get_shifts_with_constraint(PostShiftConstraint):
|
|
self.max_post = max(shift.get_constraint(PostShiftConstraint).days, self.max_post)
|
|
|
|
# --- Check allowed_multi_shift_sets validity ---
|
|
all_shift_names = set(s.name for s in self.shifts)
|
|
for worker in self.workers:
|
|
for allowed_set in getattr(worker, "allowed_multi_shift_sets", []):
|
|
missing = set(allowed_set) - all_shift_names
|
|
if missing:
|
|
raise InvalidShift(
|
|
f"Worker '{worker.name}' has allowed_multi_shift_set(s) with non-existent shift(s): {missing}"
|
|
)
|
|
|
|
## For paired shifts we create proxy shifts
|
|
# self.paired_shift_map = {}
|
|
# for shifts in self.paired_shifts:
|
|
# sites = shifts[0].sites
|
|
# for shift in shifts:
|
|
# self.paired_shift_map[shift] = shifts
|
|
#
|
|
# if shift.sites != sites:
|
|
# # This will lead to odd/broken behaviour
|
|
# self.add_warning(
|
|
# "Paired shifts/site mismatch",
|
|
# f"Shift '{shift.name}' has different sites to paired shifts",
|
|
# )
|
|
|
|
# # Todo replace with week_day.....
|
|
# self.day_shift_product = []
|
|
# self.day_shiftclass_product = []
|
|
# for s in self.shifts:
|
|
# for day in days:
|
|
# if day in s.days:
|
|
# self.day_shift_product.append((day, s.name))
|
|
# self.day_shiftclass_product.append((day, s))
|
|
#
|
|
# def get_day_shiftname_combinations(self):
|
|
# """Returns a list of all required day / shift combinations
|
|
#
|
|
# Returns:
|
|
# list: list of in the following format (str->day, str->shift)
|
|
# """
|
|
# return self.day_shift_product
|
|
#
|
|
# def get_day_shiftclass_combinations(self) -> List[Tuple[DayStr, SingleShift]]:
|
|
# """Returns a list of all required day / shift combinations
|
|
#
|
|
# Returns:
|
|
# list: list of in the following format (str->day, shiftObject->shift)
|
|
# """
|
|
# return self.day_shiftclass_product
|
|
|
|
def get_all_shiftname_combinations(
|
|
self, week: int = None, day: int = None
|
|
) -> List[Tuple[WeekInt, DayStr, ShiftName]]:
|
|
"""Returns a list of all possible week / day / shift combinations
|
|
|
|
Returns:
|
|
list: contains tuple of all possible week / day / shift combinations
|
|
"""
|
|
week_day_shifts = self.week_day_shift_product
|
|
|
|
if week is not None:
|
|
week_day_shifts = [t for t in week_day_shifts if t[0] == week]
|
|
|
|
if day is not None:
|
|
week_day_shifts = [t for t in week_day_shifts if t[1] == day]
|
|
|
|
return week_day_shifts
|
|
|
|
def get_all_shiftclass_combinations(
|
|
self, week: int = None, day: int = None
|
|
) -> List[Tuple[WeekInt, DayStr, SingleShift]]:
|
|
"""Returns a list of all possible week / day / shift combinations
|
|
|
|
Returns:
|
|
list: contains tuple of all possible week / day / shift combinations
|
|
"""
|
|
week_day_shifts = self.week_day_shiftclass_product
|
|
|
|
if week is not None:
|
|
week_day_shifts = [t for t in week_day_shifts if t[0] == week]
|
|
|
|
if day is not None:
|
|
week_day_shifts = [t for t in week_day_shifts if t[1] == day]
|
|
|
|
return week_day_shifts
|
|
|
|
def get_week_day_combinations(self) -> list:
|
|
"""Returns a list of all week / day tuple combinations
|
|
|
|
Returns:
|
|
list: list of possible week day combinations
|
|
[(1, "Mon"), (1, "Tue"), ... (n, "Fri")]
|
|
"""
|
|
return self.weeks_days_product
|
|
|
|
def get_week_day_by_date(self, date: datetime.date) -> tuple[int, DayStr]:
|
|
"""Returns the week and day for a given date
|
|
|
|
Args:
|
|
date (datetime.date): Date to get week and day for
|
|
|
|
Returns:
|
|
tuple[int, DayStr]: Tuple containing week number and day string
|
|
"""
|
|
try:
|
|
week, day = self.date_week_day_map[date]
|
|
return week, day
|
|
except KeyError:
|
|
raise WeekDayNotFound(f"No week/day found for date {date}")
|
|
|
|
def get_week_day_combinations_for_shift(self, shift: SingleShift) -> list:
|
|
return [
|
|
(week, day)
|
|
for week, day in self.get_week_day_combinations()
|
|
if shift.name in self.get_shift_names_by_week_day(week, day)
|
|
]
|
|
|
|
def get_week_day_shift_combinations_for_constraint(self, constraint) -> list:
|
|
constraint_shifts = self.get_shifts_with_constraint(constraint)
|
|
|
|
week_day_shifts = []
|
|
|
|
for tup in self.get_all_shiftclass_combinations():
|
|
if tup[2] in constraint_shifts:
|
|
week_day_shifts.append(tup)
|
|
|
|
return week_day_shifts
|
|
|
|
def get_shifts(self, week: int | None = None) -> List[SingleShift]:
|
|
"""Returns a list of all the registered shifts
|
|
|
|
Returns:
|
|
List[SingleShift]: list of registered shifts (as SingleShift)
|
|
"""
|
|
if week is not None:
|
|
date = self.get_week_start_date(week)
|
|
|
|
shifts = []
|
|
|
|
for shift in self.shifts:
|
|
if shift.start_date <= date < shift.end_date:
|
|
if shift.get_worker_requirement_by_date(date):
|
|
shifts.append(shift)
|
|
|
|
return shifts
|
|
|
|
else:
|
|
return self.shifts
|
|
|
|
def get_shifts_for_worker_site(self, worker_site):
|
|
shifts = [shift for shift in self.shifts if worker_site in shift.sites]
|
|
return shifts
|
|
|
|
def get_shifts_for_worker(self, worker_id):
|
|
worker = self.get_worker_by_id(worker_id)
|
|
shifts = [shift for shift in self.shifts if worker.site in shift.sites]
|
|
return shifts
|
|
|
|
def get_shifts_with_constraint(self, constraint) -> List[SingleShift]:
|
|
return [shift for shift in self.shifts if shift.has_constraint(constraint)]
|
|
|
|
def get_shifts_with_constraints(
|
|
self, *constraints, week: int | None = None
|
|
) -> List[SingleShift]:
|
|
shift_names = set()
|
|
|
|
for constraint in constraints:
|
|
shift_names.update(
|
|
[
|
|
shift.name
|
|
for shift in self.get_shifts(week)
|
|
if shift.has_constraint(constraint)
|
|
]
|
|
)
|
|
|
|
return [self.get_shift_by_name(s) for s in shift_names]
|
|
|
|
def get_shift_names(self) -> List[ShiftName]:
|
|
(
|
|
"""Returns a list of all the registered shift names
|
|
|
|
Returns:
|
|
List[ShiftName]: List of names of all available shifts
|
|
"""
|
|
""" """
|
|
)
|
|
return self.shift_names
|
|
|
|
def get_week_block_iterator(self, block_length: int):
|
|
"""Gets a two dimensional list of week blocks in specified length
|
|
|
|
e.g. block_length = 4
|
|
[
|
|
[ 1, 2, 3, 4],
|
|
[ 2, 3, 4, 5],
|
|
...
|
|
]
|
|
|
|
Args:
|
|
block_length (int): length of blocks to create
|
|
|
|
Returns:
|
|
list: two dimensional list containing weeks in blocks
|
|
"""
|
|
blocks = []
|
|
for i in range(len(self.weeks) - block_length + 1):
|
|
block = self.weeks[i : i + block_length]
|
|
blocks.append(block)
|
|
return blocks
|
|
|
|
def get_required_workers_and_site_combinations(self):
|
|
"""Returns a list of all possible shifts, the workers required and site
|
|
|
|
Returns:
|
|
list: list (week, day, shift name, workers required, shift.sites)
|
|
"""
|
|
l = []
|
|
for week, day, shift in self.week_day_shiftclass_product:
|
|
workers_required = shift.get_worker_requirement_by_date(
|
|
self.get_date_by_week_day(week, day)
|
|
)
|
|
# if day in shift.days:
|
|
l.append((week, day, shift.name, workers_required, shift.sites))
|
|
|
|
return l
|
|
|
|
def get_not_required_shifts(self):
|
|
"""Returns a set of all possible shifts combinations that are not required
|
|
|
|
Includes those on days
|
|
|
|
Returns:
|
|
list: (week, day, shift)
|
|
"""
|
|
l = set()
|
|
|
|
for week in self.weeks:
|
|
for day in days:
|
|
for shift in self.shifts:
|
|
l.add((week, day, shift))
|
|
|
|
return l - set(self.get_all_shiftclass_combinations())
|
|
|
|
def shifts_to_assign_as_blocks(self) -> List[str]:
|
|
return [shift.name for shift in self.get_shifts() if shift.assign_as_block]
|
|
|
|
def shifts_to_force_as_blocks(self) -> List[str]:
|
|
return [
|
|
shift.name
|
|
for shift in self.get_shifts()
|
|
if (shift.force_as_block or shift.force_as_block_unless_nwd)
|
|
]
|
|
|
|
# def shifts_to_assign_or_force_as_blocks(self, week: int | None = None) -> List[str]:
|
|
def shifts_to_assign_or_force_as_blocks(self) -> List[str]:
|
|
s = self.shifts_to_assign_as_blocks()
|
|
s.extend(self.shifts_to_force_as_blocks())
|
|
return s
|
|
|
|
def worker_week_shifts_to_assign_as_blocks(self) -> List[Tuple[Worker, int, str]]:
|
|
"""Returns a list of tuples containing worker id, week and shift name for shifts to assign as blocks"""
|
|
return [
|
|
(worker, week, shift.name)
|
|
for worker in self.workers
|
|
for week in self.weeks
|
|
for shift in self.get_shifts()
|
|
if (
|
|
shift.assign_as_block
|
|
or shift.force_as_block
|
|
or shift.force_as_block_unless_nwd
|
|
or (
|
|
hasattr(worker, "assign_as_block_preferences")
|
|
and shift.name in getattr(worker, "assign_as_block_preferences", {})
|
|
and getattr(worker, "assign_as_block_preferences")[shift.name] != 0
|
|
)
|
|
)
|
|
]
|
|
|
|
def week_shifts_to_assign_as_blocks(self) -> List[Tuple[int, str]]:
|
|
"""Returns a list of tuples containing week and shift name for shifts to assign as blocks"""
|
|
return set([
|
|
(week, shift.name)
|
|
for worker in self.workers
|
|
for week in self.weeks
|
|
for shift in self.get_shifts()
|
|
if (
|
|
shift.assign_as_block
|
|
or shift.force_as_block
|
|
or shift.force_as_block_unless_nwd
|
|
or (
|
|
hasattr(worker, "assign_as_block_preferences")
|
|
and shift.name in getattr(worker, "assign_as_block_preferences", {})
|
|
and getattr(worker, "assign_as_block_preferences")[shift.name] != 0
|
|
)
|
|
)
|
|
])
|
|
|
|
def get_all_locum_availability(self):
|
|
return self.locum_availability_map
|
|
|
|
def get_locum_availability(self, worker: Worker, week: int, day: DayStr, shift):
|
|
if (worker.id, week, day) in self.locum_availability_map:
|
|
if shift.name in self.locum_availability_map[(worker.id, week, day)]:
|
|
return 1
|
|
return 0
|
|
|
|
def get_all_workers(self) -> List[Worker]:
|
|
return self.workers
|
|
|
|
def get_worker_by_id(self, worker_id: str) -> Worker:
|
|
return self.workers_id_map[worker_id]
|
|
|
|
def get_worker_by_name(self, name: str) -> Worker:
|
|
return self.workers_name_map[name]
|
|
|
|
def get_workers_by_group(self) -> dict[str, list[Worker]]:
|
|
group_workers: dict[str, list[Worker]] = defaultdict(list)
|
|
for worker in self.workers:
|
|
group_workers[worker.site].append(worker)
|
|
|
|
return group_workers
|
|
|
|
def get_workers_by_remote_group(self) -> dict[str, list[Worker]]:
|
|
group_workers: dict[str, list[Worker]] = defaultdict(list)
|
|
for worker in self.workers:
|
|
group_workers[worker.remote_site].append(worker)
|
|
|
|
return group_workers
|
|
|
|
def get_workers_by_site(self, site: str) -> list[Worker]:
|
|
"""
|
|
Returns a list of workers assigned to a specific site.
|
|
|
|
Args:
|
|
site (str): The site name.
|
|
|
|
Returns:
|
|
list[Worker]: List of workers at the given site.
|
|
"""
|
|
return [worker for worker in self.workers if worker.site == site]
|
|
|
|
def get_workers_by_grade(self) -> Dict[int, list[Worker]]:
|
|
group_workers: dict[int, list[Worker]] = defaultdict(list)
|
|
for worker in self.workers:
|
|
group_workers[worker.grade].append(worker)
|
|
|
|
return group_workers
|
|
|
|
def get_workers_for_shift(self, shift: SingleShift) -> List[Worker]:
|
|
return [worker for worker in self.workers if worker.site in shift.sites]
|
|
|
|
def get_workers_total_fte(self) -> float:
|
|
"""Does not take into account shift adjusted ftes"""
|
|
return self.full_time_equivalent
|
|
|
|
def get_worker_details(self):
|
|
w: dict[str, Worker] = defaultdict(list)
|
|
worker: Worker
|
|
for worker in self.workers:
|
|
w[worker.site].append(worker)
|
|
|
|
l = []
|
|
for site in w:
|
|
l.append(f"{site}: {sum(worker.get_fte() for worker in w[site]) / 100}")
|
|
t = "\n".join(l)
|
|
return f"Full time equivalent trainees by site:\n{t}"
|
|
|
|
def get_workers(self):
|
|
return self.workers
|
|
|
|
def get_worker_grades(self) -> set[int]:
|
|
return set([worker.grade for worker in self.workers])
|
|
|
|
def get_workers_who_require_locums(self):
|
|
return [worker for worker in self.get_all_workers() if worker.locum]
|
|
|
|
def get_locum_workers(self):
|
|
return [
|
|
worker
|
|
for worker in self.get_all_workers()
|
|
if not worker.locum and worker.locum_availability
|
|
]
|
|
|
|
def get_bank_holiday_week_days(self):
|
|
return [
|
|
(week, day)
|
|
for week, day in self.get_week_day_combinations()
|
|
if self.week_day_date_map[(week, day)] in self.bank_holidays
|
|
]
|
|
|
|
def get_week_start_date(self, week: int):
|
|
"""Week start date is 1 indexed"""
|
|
week = week - 1
|
|
return self.start_date + datetime.timedelta(weeks=week)
|
|
|
|
def force_assign_shift(self, worker_name: str, week: int, day: str, shift_name: str):
|
|
"""
|
|
Force a specific worker to be assigned to a shift on a specific week and day.
|
|
"""
|
|
worker = self.get_worker_by_name(worker_name)
|
|
worker.forced_assignments.append((week, day, shift_name))
|
|
|
|
def force_assign_shift_by_date(self, worker_name: str, date: datetime.date, shift_name: str):
|
|
"""
|
|
Force a specific worker to be assigned to a shift on a specific date.
|
|
"""
|
|
worker = self.get_worker_by_name(worker_name)
|
|
worker.forced_assignments_by_date.append((date, shift_name))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# RESULTS
|
|
def export_rota_to_html(
|
|
self, filename: str = "rota", folder=None, timestamp_filename=False
|
|
):
|
|
if timestamp_filename:
|
|
filename = f"{filename}_{datetime.datetime.now().strftime('%Y%m%d-%H%M%S')}"
|
|
|
|
if folder is not None:
|
|
output_file = Path("output", folder, f"{filename}.html")
|
|
else:
|
|
output_file = Path("output", f"{filename}.html")
|
|
|
|
# Make sure path exits
|
|
output_file.parent.mkdir(parents=True, exist_ok=True)
|
|
with open(output_file, "w") as f:
|
|
f.write(self.get_worker_timetable_html(True))
|
|
url = urllib.parse.quote(str(output_file.resolve()))
|
|
print(f"Rota exported [bold blue]('[link url={url}]{url}')[/bold blue]")
|
|
self.exported_rota_file = output_file
|
|
|
|
def export_rota_to_csv(self, filename: str = "rota"):
|
|
output_file = Path("output", f"{filename}.csv")
|
|
works = self.model.works
|
|
with open(output_file, "w", newline="") as f:
|
|
wr = csv.writer(f, quoting=csv.QUOTE_ALL)
|
|
l = ["Name"]
|
|
l.extend([worker.name for worker in self.workers])
|
|
wr.writerow(l)
|
|
|
|
l2 = ["Site"]
|
|
l2.extend([worker.site for worker in self.workers])
|
|
wr.writerow(l2)
|
|
|
|
l3 = ["Grade"]
|
|
l3.extend([worker.grade for worker in self.workers])
|
|
wr.writerow(l3)
|
|
|
|
l4 = ["FTE"]
|
|
l4.extend([worker.fte for worker in self.workers])
|
|
wr.writerow(l4)
|
|
|
|
for week, day in self.get_week_day_combinations():
|
|
d = [f"Week {week} Day {day}"]
|
|
|
|
for worker in self.workers:
|
|
i = ""
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if works[worker.id, week, day, shift].value == 1:
|
|
i = shift
|
|
|
|
d.append(i)
|
|
wr.writerow(d)
|
|
|
|
def get_work_table(self):
|
|
"""Build a timetable of the week as a dictionary from the model's optimal solution."""
|
|
works = self.model.works
|
|
week_table = {
|
|
week: {day: {shift: [] for shift in self.get_shift_names()} for day in days}
|
|
for week in self.weeks
|
|
}
|
|
for week in self.weeks:
|
|
for worker in self.workers:
|
|
for day, shift in self.get_day_shiftname_combinations():
|
|
if works[worker.id, week, day, shift].value == 1:
|
|
week_table[week][day][shift].append(worker.get_details())
|
|
return week_table
|
|
|
|
def get_shift_timetable_by_week(self):
|
|
"""Build a timetable of the week as a dictionary from the model's optimal solution."""
|
|
works = self.model.works
|
|
shift_timetable = {
|
|
shift.name: {week: {day: [] for day in days} for week in self.weeks}
|
|
for shift in self.shifts
|
|
}
|
|
for shift in self.shifts:
|
|
for week in self.weeks:
|
|
for day in days:
|
|
assigned_workers = []
|
|
for worker in self.workers:
|
|
if works[worker.id, week, day, shift.name].value > 0.5:
|
|
assigned_workers.append(worker)
|
|
shift_timetable[shift.name][week][day] = assigned_workers
|
|
return shift_timetable
|
|
|
|
def get_worker_timetable(self):
|
|
works = self.model.works
|
|
timetable = {
|
|
worker.name: {week: {day: [] for day in days} for week in self.weeks}
|
|
for worker in self.workers
|
|
}
|
|
for worker in self.workers:
|
|
for week in self.weeks:
|
|
for day in days:
|
|
assigned_shifts = []
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if works[worker.id, week, day, shift].value > 0.5:
|
|
assigned_shifts.append(shift)
|
|
timetable[worker.name][week][day] = assigned_shifts
|
|
return timetable
|
|
|
|
def get_worker_timetable_brief(
|
|
self, show_prefs=False, marker_every=30, show_unavailable=False
|
|
):
|
|
model = self.model
|
|
week_string = f"{'-Week-':20}" + "".join(
|
|
[7 * str(f"{w}")[-1:] for w in self.weeks]
|
|
)
|
|
days_string = f"{'-Day-':20}" + "".join("MTWTFSS" * len(self.weeks))
|
|
timetable = []
|
|
for worker in self.workers:
|
|
shifts = []
|
|
w = [f"{worker.name:20}"]
|
|
for week, day in self.get_week_day_combinations():
|
|
shift_display_char = "-"
|
|
shift_names = []
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if model.works[worker.id, week, day, shift].value > 0.5:
|
|
shift_names.append(
|
|
self.get_shift_by_name(shift).get_display_char()
|
|
)
|
|
if shift_names:
|
|
shift_display_char = "".join(shift_names)
|
|
shifts.extend(shift_names)
|
|
w.append(shift_display_char)
|
|
shift_count = ""
|
|
for s in set(shifts):
|
|
shift_count = shift_count + f"{s}: {shifts.count(s)}, "
|
|
shift_count = (
|
|
shift_count
|
|
+ f"#weekends_worked: {model.worker_weekend_count[worker.id].value}\\#"
|
|
)
|
|
timetable.append(f"{''.join(w)} {shift_count}")
|
|
|
|
if show_prefs:
|
|
# prefs
|
|
w = [f"{'Preferences':20}"]
|
|
for week, day in self.get_week_day_combinations():
|
|
if model.pref_not_to_work[worker.id, week, day] > 0:
|
|
w.append("Y")
|
|
else:
|
|
w.append("N")
|
|
timetable.append("".join(w))
|
|
|
|
if show_unavailable:
|
|
# prefs
|
|
w = [f"{'Unavailable':20}"]
|
|
for week, day in self.get_week_day_combinations():
|
|
if model.available[worker.id, week, day] > 0:
|
|
w.append("A")
|
|
else:
|
|
w.append("U")
|
|
timetable.append("".join(w))
|
|
|
|
i = marker_every
|
|
while i < len(timetable):
|
|
timetable.insert(i, week_string)
|
|
timetable.insert(i + 1, days_string)
|
|
i = i + marker_every + 2
|
|
|
|
timetable.append(week_string)
|
|
timetable.insert(0, week_string)
|
|
timetable.insert(0, days_string)
|
|
return "\n".join(timetable)
|
|
|
|
def get_worker_timetable_html(
|
|
self, include_html_tag=False, table_name="rota-table"
|
|
):
|
|
model = self.model
|
|
|
|
timetable = []
|
|
|
|
if self.run_start_time is not None and self.run_end_time is not None:
|
|
timetable.append(
|
|
"<div id='run_times_row' style='display: flex; gap: 2em; margin-bottom: 1em;'>"
|
|
f"<div id='run_start_time_cell'>Start time: <span id='run_start_time'>{self.run_start_time:%Y-%m-%d %H:%M:%S%z}</span></div>"
|
|
f"<div id='run_end_time_cell'>End time: <span id='run_end_time'>{self.run_end_time:%Y-%m-%d %H:%M:%S%z}</span></div>"
|
|
f"<div id='run_elapsed_time_cell'>Elapsed: <span id='run_elapsed_time'>{self.run_end_time - self.run_start_time}</span></div>"
|
|
"</div>"
|
|
)
|
|
|
|
timetable.append(
|
|
f"<h2>Rota start date: {self.start_date.isoformat()} ({self.weeks[-1]} weeks)</h2>"
|
|
)
|
|
|
|
date_row = ["<th class='worker'></th>"]
|
|
|
|
n = 0
|
|
for week, day in self.get_week_day_combinations():
|
|
d = self.start_date + datetime.timedelta(n)
|
|
|
|
th_class = "date"
|
|
if d in self.bank_holidays:
|
|
th_class = th_class + " bank-holiday"
|
|
|
|
date_row.append(
|
|
f"<th title='{d}' class='{th_class}' data-date='{d}'>Week {week}: {day}</th>"
|
|
)
|
|
n = n + 1
|
|
timetable.append(f"<tr class='data-row'>{''.join(date_row)}</tr>")
|
|
|
|
current_site = ""
|
|
|
|
for worker in self.get_all_workers():
|
|
if worker.site != current_site:
|
|
try:
|
|
timetable.append(
|
|
f"<tr><th class='site-title'>{worker.site} n={len(self.workers_at_sites[worker.site])} fte={self.full_time_equivalent_sites[worker.site]}</th><tr>"
|
|
)
|
|
except KeyError as e:
|
|
print(e)
|
|
current_site = worker.site
|
|
|
|
shifts = []
|
|
locum_shifts = []
|
|
nwds = json.dumps(worker.non_working_day_list, default=str)
|
|
# if worker.nwd:
|
|
# # TODO: limit to dates
|
|
# nwds = ", ".join([i[0] for i in worker.nwd])
|
|
# else:
|
|
# nwds = None
|
|
|
|
worker_targets = json.dumps(worker.shift_target_number)
|
|
|
|
tds = []
|
|
|
|
n = 0
|
|
|
|
shift_tds = []
|
|
for week, day in self.get_week_day_combinations():
|
|
d = self.start_date + datetime.timedelta(n)
|
|
n = n + 1
|
|
shift_display_char = "-"
|
|
shift_names = []
|
|
assigned_shift_names = []
|
|
locum = False
|
|
shift_name = ""
|
|
force_assigned = False
|
|
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
shift_obj = self.get_shift_by_name(shift)
|
|
if model.works[worker.id, week, day, shift].value > 0.8:
|
|
shift_names.append(shift_obj.get_display_char())
|
|
assigned_shift_names.append(shift)
|
|
# Check if this shift was force assigned
|
|
if (week, day, shift) in getattr(worker, "forced_assignments", []):
|
|
force_assigned = True
|
|
elif self.get_workers_who_require_locums():
|
|
if model.locum_works[worker.id, week, day, shift].value > 0.8:
|
|
locum_shifts.append(shift)
|
|
shift_names.append(shift_obj.get_display_char())
|
|
assigned_shift_names.append(shift)
|
|
locum = True
|
|
# Check if this shift was force assigned
|
|
if (week, day, shift) in getattr(worker, "forced_assignments", []):
|
|
force_assigned = True
|
|
if shift_names:
|
|
shift_display_char = "<br/>".join(
|
|
[
|
|
"<span class='multi-shift-shift'>" + name + "</span>"
|
|
for name in shift_names
|
|
]
|
|
)
|
|
shifts.extend(assigned_shift_names)
|
|
shift_name = assigned_shift_names[0] if assigned_shift_names else ""
|
|
|
|
# Visual indication for multiple shifts
|
|
multi_shift = len(shift_names) > 1
|
|
css_class = day
|
|
if multi_shift:
|
|
css_class += " multi-shift"
|
|
|
|
title = f"{shift_name} ({d})"
|
|
unavailable_reason = ""
|
|
if model.available[worker.id, week, day] > 0:
|
|
available = True
|
|
else:
|
|
available = False
|
|
css_class = "unavailable"
|
|
try:
|
|
unavailable_reason = self.unavailable_to_work_reason[
|
|
(worker.id, week, day)
|
|
]
|
|
except KeyError:
|
|
print("Error getting reason")
|
|
print(worker.id, worker.name)
|
|
print(f"Week {week}, Day {day}")
|
|
unavailable_reason = "????"
|
|
title = f"{title} / {unavailable_reason}"
|
|
|
|
|
|
# --- Highlight force assigned shifts ---
|
|
if force_assigned:
|
|
css_class += " force-assigned"
|
|
title = f"{shift_name} ({d}) [FORCE ASSIGNED]"
|
|
else:
|
|
title = f"{shift_name} ({d})"
|
|
|
|
bank_holiday = ""
|
|
if d in self.bank_holidays:
|
|
title = f"{title} [Bank Holiday]"
|
|
css_class = " ".join((css_class, "bank-holiday"))
|
|
bank_holiday = f" data-bank-holiday='{self.bank_holidays[d]}'"
|
|
|
|
requests = ""
|
|
if (worker.id, week, day) in self.work_requests_map:
|
|
css_class = " ".join((css_class, "shift-requested"))
|
|
title = " ".join((title, "[REQUESTED]"))
|
|
requests = f" data-shift-request='{self.work_requests_map[worker.id, week, day]}'"
|
|
|
|
if (worker.id, week, day) in self.locum_availability_map:
|
|
css_class = " ".join((css_class, "locum-availability"))
|
|
title = " ".join((title, "[LOCUM AVAILABILITY]"))
|
|
requests = f" data-locum-request='{self.locum_availability_map[worker.id, week, day]}'"
|
|
|
|
if locum:
|
|
css_class = " ".join((css_class, "locum-shift"))
|
|
|
|
remote_site = ""
|
|
if shift_name:
|
|
shift = self.get_shift_by_name(shift_name)
|
|
if shift.has_constraint(RequireRemoteSitePresenceConstraint):
|
|
remote_site = f" data-shift-remote-site='{shift.get_constraint(RequireRemoteSitePresenceConstraint).site}'"
|
|
if shift.has_constraint(NightConstraint):
|
|
css_class = " ".join((css_class, "night-shift"))
|
|
|
|
shift_tds.append(
|
|
f"<td title='{','.join(shift_names)} ({d})' class='rota-day {css_class}'"
|
|
f" data-shift='{','.join(assigned_shift_names)}'"
|
|
f" data-shift-display='{','.join(shift_names)}'"
|
|
f" data-available='{available}'"
|
|
f" data-unavailable_reason='{unavailable_reason}'"
|
|
f" data-date='{d}' data-week='{week}' data-day='{day}'"
|
|
f"{remote_site}{requests}{bank_holiday}>{shift_display_char}</td>"
|
|
)
|
|
|
|
shift_count = ""
|
|
shift_count_dict = {}
|
|
for s in set(shifts):
|
|
c = shifts.count(s)
|
|
shift_count_dict[s] = c
|
|
shift_count = shift_count + f"{s}: {c}, "
|
|
|
|
locum_shift_count = ""
|
|
locum_shift_count_dict = {}
|
|
for s in set(locum_shifts):
|
|
c = locum_shifts.count(s)
|
|
locum_shift_count_dict[s] = c
|
|
locum_shift_count = locum_shift_count + f"{s}: {c}, "
|
|
|
|
shift_diff_dict = {}
|
|
for shift in self.get_shifts():
|
|
diff = model.shift_count_diff[worker.id, shift.name].value
|
|
shift_diff_dict[shift.name] = diff
|
|
|
|
worker_td = """<td title='Site: {site}' class='worker {site}'
|
|
data-worker-id='{worker_id}'
|
|
data-nwds='{nwds}' data-site='{site}' data-worker='{name}'
|
|
data-fte='{fte}' data-fte_adj='{fte_adj}'
|
|
data-start_date='{start_date}'
|
|
data-end_date='{end_date}'
|
|
data-oops='{oops}'
|
|
data-worker-targets='{targets}'
|
|
data-shift-counts='{worker_shift_counts}'
|
|
data-locum-shift-counts='{locum_shift_counts}'
|
|
data-weekend-target='{weekend_target}'
|
|
data-remote-site='{remote_site}'
|
|
data-pair='{pair}'
|
|
data-shift-balance-extra='{shift_balance_extra}'
|
|
data-bank-holiday-extra='{bank_holiday_extra}'
|
|
data-shift-diff='{shift_diff}'
|
|
data-shift-diff-summed='{shift_diff_summed}'
|
|
>
|
|
<span class='name' title='{name} ({worker_id})'>{name}</span> ({grade}) [{fte}]</td>""".format(
|
|
site=worker.site,
|
|
nwds=nwds,
|
|
worker_id=worker.id,
|
|
name=worker.name,
|
|
fte=worker.fte,
|
|
fte_adj=worker.get_fte(),
|
|
start_date=worker.calculated_start_date,
|
|
end_date=worker.calculated_end_date,
|
|
oops=json.dumps(json.dumps(worker.oop, default=str)),
|
|
targets=worker_targets,
|
|
worker_shift_counts=json.dumps(shift_count_dict),
|
|
locum_shift_counts=json.dumps(locum_shift_count_dict),
|
|
weekend_target=worker.weekend_shift_target_number,
|
|
remote_site=worker.remote_site,
|
|
grade=worker.grade,
|
|
pair=worker.pair,
|
|
shift_balance_extra=json.dumps(worker.shift_balance_extra),
|
|
shift_diff=json.dumps(shift_diff_dict),
|
|
shift_diff_summed=model.shift_count_diff_summed[worker.id].value,
|
|
bank_holiday_extra=worker.bank_holiday_extra,
|
|
)
|
|
|
|
shift_count = (
|
|
shift_count
|
|
+ f"#weekends_worked: {model.worker_weekend_count[worker.id].value}\\#"
|
|
)
|
|
|
|
if self.constraint_options["balance_bank_holidays"]:
|
|
bank_holiday_count = model.bank_holiday_count[worker.id].value
|
|
|
|
bank_holiday_count_w = model.bank_holiday_count_w[worker.id].value - 1
|
|
else:
|
|
bank_holiday_count = -1
|
|
bank_holiday_count_w = -1
|
|
|
|
# print(worker.name, bank_holiday_count, bank_holiday_count_w)
|
|
timetable.append(
|
|
f"<tr class='worker-row'>{worker_td}{''.join(shift_tds)}</tr>"
|
|
)
|
|
# timetable.append("<tr>{}</tr>".format("".join(w), shift_count))
|
|
|
|
# if show_prefs:
|
|
# # prefs
|
|
# w = ["{:20}".format("Preferences")]
|
|
# for week, day in self.get_week_day_combinations():
|
|
# if model.pref_not_to_work[worker.id, week, day] > 0:
|
|
# w.append("Y")
|
|
# else:
|
|
# w.append("N")
|
|
# timetable.append("".join(w))
|
|
|
|
# if show_unavailable:
|
|
# # prefs
|
|
# w = ["{:20}".format("Unavailable")]
|
|
# for week, day in self.get_week_day_combinations():
|
|
# if model.available[worker.id, week, day] > 0:
|
|
# w.append("A")
|
|
# else:
|
|
# w.append("U")
|
|
# timetable.append("".join(w))
|
|
|
|
result_stream = StringIO()
|
|
|
|
if self.results is not None:
|
|
self.results.write(ostream=result_stream)
|
|
self.results.write_json(ostream=result_stream)
|
|
result_string = result_stream.getvalue()
|
|
else:
|
|
result_string = "Rota not run"
|
|
|
|
joined_timetable = "\n".join(timetable)
|
|
|
|
hard_constrain_shift_info = []
|
|
for worker in self.workers:
|
|
for shift_name, limits in getattr(worker, "hard_constrain_shift_limits", {}).items():
|
|
hard_constrain_shift_info.append({
|
|
"worker": worker.name,
|
|
"shift": shift_name,
|
|
**limits,
|
|
})
|
|
|
|
# Add warnings export
|
|
warnings_html = "<details><summary><h2>Warnings</h2></summary><pre>\n"
|
|
for warning_type, message in self.warnings:
|
|
warnings_html += f"{warning_type}: {message}\n"
|
|
warnings_html += "</pre></details>"
|
|
|
|
|
|
# Human-readable worker details export
|
|
worker_details_human = []
|
|
for worker in self.get_all_workers():
|
|
details = [
|
|
f"Name: {worker.name}",
|
|
f"ID: {worker.id}",
|
|
f"Site: {worker.site}",
|
|
f"Grade: {worker.grade}",
|
|
f"FTE: {worker.fte}",
|
|
f"Remote site: {getattr(worker, 'remote_site', '')}",
|
|
f"Pair: {getattr(worker, 'pair', '')}",
|
|
f"Start date: {getattr(worker, 'calculated_start_date', '')}",
|
|
f"End date: {getattr(worker, 'calculated_end_date', '')}",
|
|
f"Bank holiday extra: {getattr(worker, 'bank_holiday_extra', '')}",
|
|
f"Shift balance extra: {getattr(worker, 'shift_balance_extra', '')}",
|
|
f"Non-working days: {getattr(worker, 'non_working_day_list', '')}",
|
|
f"OOP: {getattr(worker, 'oop', '')}",
|
|
f"Unavailable: {''}",
|
|
f"Shift targets: {json.dumps(getattr(worker, 'shift_target_number', {}))}",
|
|
]
|
|
# Build unavailability list for this worker
|
|
unavail_list = []
|
|
for entry in sorted(self.unavailable_to_work):
|
|
wid, wk, d = entry
|
|
if wid != worker.id:
|
|
continue
|
|
date = self.get_date_by_week_day(wk, d)
|
|
reason = self.unavailable_to_work_reason.get((wid, wk, d), "")
|
|
if reason:
|
|
unavail_list.append(f"{date.isoformat()} ({d}) [week {wk}]: {reason}")
|
|
else:
|
|
# date may be a string if fallback used
|
|
if isinstance(date, str):
|
|
unavail_list.append(f"{date} ({d}) [week {wk}]")
|
|
else:
|
|
unavail_list.append(f"{date.isoformat()} ({d}) [week {wk}]")
|
|
|
|
# replace placeholder Unavailable entry
|
|
details = [line for line in details if not line.startswith("Unavailable:")]
|
|
details.insert(
|
|
-1, # before Shift targets
|
|
f"Unavailable: {', '.join(unavail_list) if unavail_list else ''}",
|
|
)
|
|
worker_details_human.append("\n".join(details))
|
|
worker_details_human_str = "\n\n".join(worker_details_human)
|
|
|
|
|
|
# Collect force assigned shifts for export
|
|
force_assigned_info = []
|
|
for worker in self.get_all_workers():
|
|
for assignment in getattr(worker, "forced_assignments", []):
|
|
# Support both tuple and pydantic model
|
|
if hasattr(assignment, "week") and hasattr(assignment, "day") and hasattr(assignment, "shift_name"):
|
|
week = assignment.week
|
|
day = assignment.day
|
|
shift_name = assignment.shift_name
|
|
else:
|
|
week, day, shift_name = assignment
|
|
date = self.get_date_by_week_day(week, day)
|
|
force_assigned_info.append({
|
|
"worker": worker.name,
|
|
"week": week,
|
|
"day": day,
|
|
"date": str(date),
|
|
"shift": shift_name,
|
|
})
|
|
|
|
html = f"""
|
|
<body>
|
|
<div class="table-div" id="{table_name}">
|
|
<table id="main-table">{joined_timetable}</table>
|
|
</div>
|
|
{warnings_html}
|
|
<details>
|
|
<summary><h2>Rota settings</h2></summary>
|
|
<div>
|
|
<pre>
|
|
{json.dumps({k: _pydantic_to_dict(v) for k, v in self.constraint_options.items()}, indent=4)}
|
|
</pre>
|
|
</details>
|
|
</div>
|
|
<details>
|
|
<summary><h2>Shifts settings</h2></summary>
|
|
<div id="shifts-container" data-shifts='{json.dumps([i.name for i in self.shifts])}'>
|
|
{"<br/>".join(str(i) for i in self.shifts)}
|
|
</div>
|
|
</details>
|
|
<details>
|
|
<summary><h2>Worker details</h2></summary>
|
|
|
|
<div id="worker_details" data-workers='{json.dumps([json.loads(worker.model_dump_json()) for worker in self.get_all_workers()])}'>
|
|
<span id="workers-json-target"></span>
|
|
<pre>
|
|
{worker_details_human_str}
|
|
</pre>
|
|
</div>
|
|
</details>
|
|
<details>
|
|
<summary><h2>Output</h2></summary>
|
|
<pre>
|
|
{result_string}
|
|
</pre>
|
|
</details>
|
|
<div>
|
|
<details>
|
|
<summary><h2>Export table</h2></summary>
|
|
<div id="export-div">
|
|
<div>
|
|
</details>
|
|
<details>
|
|
<summary><h2>Shift timetables</h2></summary>
|
|
<div id="shift-timetable-options">
|
|
</div>
|
|
<div id="shift-timetable-div">
|
|
<div>
|
|
</details>
|
|
<details>
|
|
<summary><h2>Extra</h2></summary>
|
|
<div id="extra-options">
|
|
</div>
|
|
<div id="extra-div">
|
|
<h3>Locum availability</h3>
|
|
{"TEST"}
|
|
{self.locum_availability_map}
|
|
<br/>
|
|
<details>
|
|
<summary>Force assigned shifts</summary>
|
|
<pre>
|
|
{json.dumps(force_assigned_info, indent=4)}
|
|
</pre>
|
|
</details>
|
|
<div>
|
|
</details>
|
|
<details><summary><h2>Hard Constrain Shift Min/Max</h2></summary>
|
|
<pre>
|
|
{json.dumps(hard_constrain_shift_info, indent=4)}
|
|
"</pre></details>
|
|
|
|
</div
|
|
</body>
|
|
"""
|
|
|
|
if include_html_tag:
|
|
html = f"""<html>
|
|
<head>
|
|
<link rel="stylesheet" type="text/css" href="timetable.css">
|
|
<link rel="stylesheet" type="text/css" href="https://code.jquery.com/ui/1.13.0/themes/base/jquery-ui.css">
|
|
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
|
|
<script src="https://code.jquery.com/ui/1.13.0/jquery-ui.min.js"></script>
|
|
<script src="timetable.js" defer></script>
|
|
</head>
|
|
{html}</html>"""
|
|
|
|
return html
|
|
|
|
def get_shift_summary_dict(self):
|
|
""""""
|
|
timetable = {
|
|
worker.name: {shift: "" for shift in self.get_shift_names()}
|
|
for worker in self.workers
|
|
}
|
|
for worker in self.workers:
|
|
for shift in self.get_shift_names():
|
|
timetable[worker.name][shift] = round(
|
|
self.model.shift_count[worker.id, shift].value
|
|
)
|
|
|
|
return timetable
|
|
|
|
def get_worker_shifts_by_date(self, worker: Worker) -> Dict[datetime.date, str]:
|
|
shifts = {}
|
|
|
|
n = 0
|
|
for week, day in self.get_week_day_combinations():
|
|
d = self.start_date + datetime.timedelta(n)
|
|
n = n + 1
|
|
|
|
temp = ""
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if self.model.works[worker.id, week, day, shift].value > 0.5:
|
|
shifts[d] = shift
|
|
|
|
return shifts
|
|
|
|
def get_workers_total_shifts(self) -> Dict[str, int]:
|
|
shifts = {}
|
|
|
|
for worker in self.workers:
|
|
shifts[worker.name] = len(
|
|
[i for i in self.get_worker_shift_list(worker) if i != ""]
|
|
)
|
|
|
|
return shifts
|
|
|
|
def get_shift_worker_list(self, shift_name: str) -> List[set[Worker]]:
|
|
"""
|
|
Returns a list of workers assigned to a specific shift.
|
|
|
|
Args:
|
|
shift_name (str): The name of the shift.
|
|
|
|
Returns:
|
|
List[Worker]: List of workers assigned to the specified shift.
|
|
"""
|
|
shift_list = []
|
|
for week, day in self.get_week_day_combinations():
|
|
workers: set = set()
|
|
for worker in self.workers:
|
|
if self.model.works[worker.id, week, day, shift_name].value > 0.5:
|
|
workers.add(worker)
|
|
|
|
shift_list.append(workers)
|
|
|
|
return shift_list
|
|
|
|
|
|
def get_worker_shift_list(self, worker: Worker, include_locums=False, search_multiple_assignments=False) -> List:
|
|
"""
|
|
This function returns a list of shifts assigned to a worker for each week and day.
|
|
|
|
It was originally designed to return a list of shift names (when only a single shift per day was supported), but it can also return a set of shift names if `search_multiple_assignments` is True.
|
|
"""
|
|
shifts = []
|
|
|
|
for week, day in self.get_week_day_combinations():
|
|
# d = self.start_date + datetime.timedelta(n)
|
|
# n = n + 1
|
|
|
|
if search_multiple_assignments:
|
|
temp = set()
|
|
else:
|
|
temp = ""
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if self.model.works[worker.id, week, day, shift].value > 0.90:
|
|
if search_multiple_assignments:
|
|
temp.add(shift)
|
|
else:
|
|
temp = shift
|
|
elif (
|
|
include_locums
|
|
and self.model.locum_works[worker.id, week, day, shift].value > 0.90
|
|
):
|
|
if search_multiple_assignments:
|
|
temp.add(shift)
|
|
else:
|
|
temp = shift
|
|
shifts.append(temp)
|
|
|
|
return shifts
|
|
|
|
def get_worker_shift_count(self, worker: Worker, shift_name: str) -> int:
|
|
"""Returns the number of shifts of a specific type assigned to a worker."""
|
|
count = 0
|
|
for week, day in self.get_week_day_combinations():
|
|
if shift_name in self.get_shift_names_by_week_day(week, day):
|
|
if self.model.works[worker.id, week, day, shift_name].value > 0.5:
|
|
count += 1
|
|
return count
|
|
|
|
def get_worker_days_worked(self, worker: Worker) -> int:
|
|
"""
|
|
Returns the number of unique days on which the worker is assigned at least one shift.
|
|
"""
|
|
days_worked = 0
|
|
for week, day in self.get_week_day_combinations():
|
|
for shift in self.get_shift_names_by_week_day(week, day):
|
|
if self.model.works[worker.id, week, day, shift].value > 0.5:
|
|
days_worked += 1
|
|
break # Only count each day once, even if multiple shifts
|
|
return days_worked
|
|
|
|
def get_worker_shift_list_string(self, worker: Worker) -> str:
|
|
shifts = self.get_worker_shift_list(worker)
|
|
|
|
# Convert shift to a string representation
|
|
return "".join(
|
|
[
|
|
self.get_shift_by_name(i).get_display_char() if i != "" else "-"
|
|
for i in shifts
|
|
]
|
|
)
|
|
|
|
def get_shift_summary(self):
|
|
works = self.model.works
|
|
timetable = {
|
|
worker.get_details(): {shift: "" for shift in self.get_shift_names()}
|
|
for worker in self.workers
|
|
}
|
|
# timetable = { worker.get_details() : { shift : "" for shift in ["truro_twilight"] } for worker in workers }
|
|
t = []
|
|
for worker in self.workers:
|
|
l = []
|
|
|
|
total_shifts = 0
|
|
for shift in self.get_shift_names():
|
|
# for shift in ["truro_twilight"]:
|
|
c = [
|
|
works[worker.id, week, day, shift].value
|
|
for week in self.weeks
|
|
for day in days
|
|
].count(1)
|
|
if c > 0:
|
|
l.append(f"{shift} ({c})")
|
|
total_shifts = total_shifts + c
|
|
timetable[worker.get_details()][shift] = c
|
|
t.append(f"{worker.get_full_details()} [{total_shifts}]: {', '.join(l)}")
|
|
return "\n".join(t)
|
|
|
|
def get_shift_summary_html(self):
|
|
works = self.model.works
|
|
timetable = {
|
|
worker.get_details(): {
|
|
shift.get_display_char(): "" for shift in self.get_shifts()
|
|
}
|
|
for worker in self.workers
|
|
}
|
|
# timetable = { worker.get_details() : { shift : "" for shift in ["truro_twilight"] } for worker in workers }
|
|
t = []
|
|
for worker in self.workers:
|
|
l = []
|
|
|
|
total_shifts = 0
|
|
for shift in self.get_shift_names():
|
|
# for shift in ["truro_twilight"]:
|
|
c = [
|
|
works[worker.id, week, day, shift]
|
|
for week in self.weeks
|
|
for day in days
|
|
].count(1)
|
|
if c > 0:
|
|
l.append(f"{shift} ({c})")
|
|
total_shifts = total_shifts + c
|
|
shift_obj = self.get_shift_by_name(shift)
|
|
timetable[worker.get_details()][shift_obj.get_display_char()] = c
|
|
t.append(f"{worker.get_full_details()} [{total_shifts}]: {', '.join(l)}")
|
|
return "\n".join(t)
|
|
|
|
|
|
class NoActiveSites(Exception):
|
|
"""Raised when there are no active sites"""
|
|
|
|
pass
|
|
|
|
|
|
class NoWorkers(Exception):
|
|
"""Raised when there are no active sites"""
|
|
|
|
pass
|
|
|
|
|
|
class InvalidShift(Exception):
|
|
"""Raised when there are no active sites"""
|
|
|
|
pass
|
|
|
|
|
|
class WarningTermination(Exception):
|
|
"""Raised when a warning in the termination group is raised"""
|
|
|
|
pass
|
|
|
|
class WeekDayNotFound(Exception):
|
|
"""Raised when a week/day combination is not found"""
|
|
|
|
pass |