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demo_interface.py
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# Copyright 2024 D-Wave
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""This file stores the Dash HTML layout for the app."""
from __future__ import annotations
from dash import dash_table, dcc, html
from demo_configs import (
DESCRIPTION,
EXAMPLE_SCENARIO,
MAIN_HEADER,
MAX_CONSECUTIVE_SHIFTS,
MIN_MAX_SHIFTS,
NUM_EMPLOYEES,
NUM_FULL_TIME,
REQUESTED_SHIFT_ICON,
THUMBNAIL,
UNAVAILABLE_ICON,
)
from src.utils import COL_IDS
def slider(label: str, id: str, config: dict) -> html.Div:
"""Slider element for value selection.
Args:
label: The title that goes above the slider.
id: A unique selector for this element.
config: A dictionary of slider configerations, see dcc.Slider Dash docs.
"""
return html.Div(
className="slider-wrapper",
children=[
html.Label(label),
dcc.Slider(
id=id,
className="slider",
**config,
marks={
config["min"]: str(config["min"]),
config["max"]: str(config["max"]),
},
tooltip={
"placement": "bottom",
"always_visible": True,
},
),
],
)
def range_slider(label: str, id: str, config: dict) -> html.Div:
"""Range slider element for value selection."""
return html.Div(
className="range-slider",
children=[
html.Label(label),
dcc.RangeSlider(
id=id,
**config,
marks={
config["min"]: str(config["min"]),
config["max"]: str(config["max"]),
},
tooltip={
"placement": "bottom",
"always_visible": True,
},
),
],
)
def generate_options(options_list: list) -> list[dict]:
"""Generates options for dropdowns, checklists, radios, etc."""
return [{"label": label, "value": i} for i, label in enumerate(options_list)]
def generate_settings_form() -> html.Div:
"""This function generates settings for selecting the scenario, model, and solver.
Returns:
html.Div: A Div containing the settings for selecting the scenario, model, and solver.
"""
example_scenario = generate_options(EXAMPLE_SCENARIO)
return html.Div(
className="settings",
id="control-card",
children=[
html.Div(
children=[
html.Label("Presets (sets sliders below)"),
dcc.Dropdown(
id="example-scenario-select",
options=example_scenario,
value=example_scenario[0]["value"],
clearable=False,
searchable=False,
),
]
),
slider(
"Employees",
"num-employees-select",
NUM_EMPLOYEES,
),
slider(
"Full-Time Employees",
"num-full-time-select",
NUM_FULL_TIME,
),
html.Div(
id={
"type": "to-collapse-class",
"index": 3,
},
className="details-collapse-wrapper collapsed",
children=[
html.Button(
id={
"type": "collapse-trigger",
"index": 3,
},
className="details-collapse part-time-settings",
children=[
html.Label("Advanced settings"),
html.Div(className="collapse-arrow"),
],
),
html.Div(
className="details-to-collapse part-time-collapse",
children=[
slider(
"Max Consecutive Part-Time Shifts",
"consecutive-shifts-select",
MAX_CONSECUTIVE_SHIFTS,
),
range_slider(
"Shifts Per Part-Time Employee",
"shifts-per-employee-select",
MIN_MAX_SHIFTS,
),
dcc.Checklist(
options=[
{"label": "Allow isolated days off", "value": 0},
],
value=[],
id="checklist-input",
),
],
),
],
),
],
)
def generate_run_buttons() -> html.Div:
"""Run and cancel buttons to run the optimization."""
return html.Div(
id="button-group",
children=[
html.Button(id="run-button", children="Run Optimization", n_clicks=0, disabled=False),
html.Button(
id="cancel-button",
children="Cancel Optimization",
n_clicks=0,
className="display-none",
),
],
)
def generate_forecast_table(forecast: list, scheduled: dict) -> html.Div:
"""Generate the forecasted vs scheduled table"""
forecast = {scheduled_key: forecast_value for scheduled_key, forecast_value in zip(scheduled.keys(), forecast)}
return html.Div(
className="schedule-forecast",
children=[
html.Div([html.Label("Forecasted Need:"), html.Label("Scheduled Employees:"), html.Label("Difference:")]),
dash_table.DataTable(
id="forecast-output",
columns=([{"id": p, "name": p} for p in forecast.keys()]),
data=[
forecast,
scheduled,
{key: scheduled[key] - value for key, value in forecast.items()},
],
style_data_conditional=[
{
"if": {
"filter_query": f"{{{col_id}}} != 0",
"column_id": col_id,
"row_index": 2,
},
"backgroundColor": "#c7003860",
}
for col_id in forecast.keys()
],
),
],
)
def create_interface():
"""Set the application HTML."""
return html.Div(
id="app-container",
children=[
dcc.Store(
id="custom-saved-data",
data={
"num-employees-select": NUM_EMPLOYEES["value"],
"num-full-time-select": NUM_FULL_TIME["value"],
"consecutive-shifts-select": MAX_CONSECUTIVE_SHIFTS["value"],
"shifts-per-employee-select": MIN_MAX_SHIFTS["value"],
}
),
dcc.Store(id="submission_indicator"),
# Header brand banner
html.Div(className="banner", children=[html.Img(src=THUMBNAIL)]),
# Settings and results columns
html.Div(
className="columns-main",
children=[
# Left column
html.Div(
id={"type": "to-collapse-class", "index": 0},
className="left-column",
children=[
html.Div(
className="left-column-layer-1", # Fixed width Div to collapse
children=[
html.Div(
className="left-column-layer-2", # Padding and content wrapper
children=[
html.H1(MAIN_HEADER),
html.P(DESCRIPTION),
generate_settings_form(),
generate_run_buttons(),
],
)
],
),
# Left column collapse button
html.Div(
html.Button(
id={"type": "collapse-trigger", "index": 0},
className="left-column-collapse",
children=[html.Div(className="collapse-arrow")],
),
),
],
),
# Right column
html.Div(
className="right-column",
children=[
dcc.Tabs(
id="tabs",
value="input-tab",
children=[
dcc.Tab(
label="Availability",
id="input-tab",
value="input-tab", # used for switching to programatically
className="tab",
children=[
html.Div(
className="schedule",
children=[
html.Div(
className="schedule-inner",
children=[
html.Div(id="availability-content"),
html.Div(
className="schedule-forecast schedule-forecast-input",
children=[
html.Label("Staffing Requirements:"),
html.Div(
[
dcc.Input(
id={"index": param, "type": "forecast"},
type="number",
debounce=True,
value=0,
min=0,
max=100,
required=True,
) for param in COL_IDS
],
id="forecast-input"
)
],
),
],
),
html.Div(
className="legend",
children=[
html.Div([
html.Div(
className="requested-shifts",
children=[REQUESTED_SHIFT_ICON],
),
html.Label("Requested"),
]),
html.Div([
html.Div(
className="unavailable-shifts",
children=[UNAVAILABLE_ICON],
),
html.Label("Unavailable"),
]),
],
),
],
),
],
),
dcc.Tab(
label="Scheduled Shifts",
id="schedule-tab",
value="schedule-tab", # used for switching to programatically
className="tab",
children=[
html.Div(
className="schedule",
children=[
dcc.Loading(
id="loading",
type="circle",
color="#2A7DE1",
parent_className="schedule-loading",
children=html.Div(
[
html.Div(id="schedule-content"),
html.Div(
className="schedule-forecast",
id="scheduled-forecast-output",
),
]
),
),
html.Div(
className="legend",
children=[
html.Div([
html.Div(className="scheduled-shifts"),
html.Label("Scheduled"),
]),
html.Div([
html.Div(
className="unscheduled-requested-shifts",
children=[REQUESTED_SHIFT_ICON],
),
html.Label("Unscheduled requested"),
]),
html.Div([
html.Div(UNAVAILABLE_ICON),
html.Label("Unavailable"),
]),
],
),
],
)
],
disabled=True,
),
],
)
],
),
# Log column
html.Div(
id={"type": "to-collapse-class", "index": 1},
className="log-column collapsed",
children=[
html.Button(
id={"type": "collapse-trigger", "index": 1},
className="log-column-collapse",
children=[html.Div(className="collapse-arrow")],
),
html.Div([html.Div(id="errors")]),
],
),
],
),
],
)
def errors_list(errors: dict) -> html.Div:
"""Creates html list of errors."""
error_lists = []
error_counter = 0
for error_key, error_list in errors.items():
error_lists.append(
html.Div(
id={
"type": "to-collapse-class",
"index": 4 + error_counter,
},
className="details-collapse-wrapper collapsed",
children=[
html.Button(
id={
"type": "collapse-trigger",
"index": 4 + error_counter,
},
className="details-collapse",
children=[
html.H6(error_key),
html.Div(className="collapse-arrow"),
],
),
html.Div(
className="details-to-collapse",
children=[html.Ul([html.Li(error) for error in error_list])],
),
],
)
)
error_counter += 1
return html.Div([html.H4("The following constraints were not satisfied:"), *error_lists])