Dash/Plotly 如何给下拉菜单命名

Question

我是 dash 的新手，我正在尝试弄清楚如何将名称放在下拉菜单和滑块上方并在它们之间提供一些间隙。我在旁边而不是顶部获取这些名称“数据集”、“模型类型”，dropdowns.This 是我一直在使用的代码：

    html.Div(className='row', children=[
        html.Label(['Dataset:'], style={'font-weight': 'bold', "text-align": "center"}),

 
        html.Div(className='three columns', children=dcc.Dropdown(
            id='dropdown-dataset',
            options=[
                {'label': 'Diabetes', 'value': 'diabetes'},
                {'label': 'Boston Housing', 'value': 'boston'},
                {'label': 'Sine Curve', 'value': 'sin'}

            ],
            value='diabetes',
            searchable=False,
            clearable=False,

        ), style=dict(width='33%')),

        html.Label(['Model Type'], style={'font-weight': 'bold', "text-align": "center"}),
        html.Div(className='three columns', children=dcc.Dropdown(
            id='dropdown-select-model',
            options=[
                {'label': 'Linear Regression', 'value': 'linear'},
                {'label': 'Lasso', 'value': 'lasso'},
                {'label': 'Ridge', 'value': 'ridge'},
                {'label': 'Polynomial', 'value': 'polynomial'},
                {'label': 'elastic-net', 'value': 'elastic-net'},

            ],
            value='linear',
            searchable=False,
            clearable=False
        ),style=dict(width='33%')),

        html.Label(['Add data'], style={'font-weight': 'bold', "text-align": "center"}),
        html.Div(className='three columns', children=dcc.Dropdown(
            id='dropdown-custom-selection',
            options=[
                {'label': 'Add Training Data', 'value': 'training'},
                {'label': 'Add Test Data', 'value': 'test'},
                {'label': 'Remove Data point', 'value': 'remove'},
            ],
            value='training',
            clearable=False,
            searchable=False
        ),style=dict(width='33%')),
    ],style=dict(display='flex')),

谁能指出我错在哪里？

编辑：

我在我的第一个下拉列表之前添加了以下代码，并在每个 div 之前删除了每个 html.Label，这有效。不确定这是否是正确的方法：

html.Div(className='row', children=[
      html.Div([
        html.Label(['Select Dataset'], style={'font-weight': 'bold', "text-align": "right","offset":1}),
    ], style=dict(width='33%')),

        html.Div([
                    html.Label(['Select Model'], style={'font-weight': 'bold', "text-align": "center"}),
            ], style=dict(width='33%')),
        html.Div([
                    html.Label(['Add Custom Data'], style={'font-weight': 'bold',"text-align": "left"}),
            ], style=dict(width='33%')),
            ],style=dict(display='flex',justifyContent='center')),

Answer 1

你来定义

# row
Div([
   Label(),
   Div([Dropdown()], width='33%')  # column
   Label(),
   Div([Dropdown()], width='33%')  # column
   Label(),
   Div([Dropdown()], width='33%')  # column
])

# row
Div([
   Div([Slide()], width='33%')  # column
   Div([Slide()], width='33%')  # column
   Div([Slide()], width='33%')  # column
])

但是我提议

# row
Div([
   Div([Label(),Dropdown(),Label(),Slide()], width='33%')  # column
   Div([Label(),Dropdown(),Label(),Slide()], width='33%')  # column
   Div([Label(),Dropdown(),Label(),Slide()], width='33%')  # column
])

或至少

# row
Div([
   Div([Label(),Dropdown()], width='33%')  # column
   Div([Label(),Dropdown()], width='33%')  # column
   Div([Label(),Dropdown()], width='33%')  # column
])

# row
Div([
   Div([Label(),Slide()], width='33%')  # column
   Div([Label(),Slide()], width='33%')  # column
   Div([Label(),Slide()], width='33%')  # column
])

最少的工作代码。

我删除了 className="three columns" 以消除列之间的间隙，我使用 width="33.33%" 以更好地使用宽度。

import dash
import dash_core_components as dcc
import dash_html_components as html
import plotly.express as px
import pandas as pd

external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css']

app = dash.Dash(__name__, external_stylesheets=external_stylesheets)

app.layout = html.Div(
    
    html.Div(className='row', children=[
        
        html.Div(children=[
                html.Label(['Dataset:'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-dataset',
                    options=[
                        {'label': 'Diabetes', 'value': 'diabetes'},
                        {'label': 'Boston Housing', 'value': 'boston'},
                        {'label': 'Sine Curve', 'value': 'sin'}

                    ],
                    value='diabetes',
                    searchable=False,
                    clearable=False,
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ], style=dict(width='33.33%')),

        
        html.Div(children=[
                html.Label(['Model Type'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-select-model',
                    options=[
                        {'label': 'Linear Regression', 'value': 'linear'},
                        {'label': 'Lasso', 'value': 'lasso'},
                        {'label': 'Ridge', 'value': 'ridge'},
                        {'label': 'Polynomial', 'value': 'polynomial'},
                        {'label': 'elastic-net', 'value': 'elastic-net'},

                    ],
                    value='linear',
                    searchable=False,
                    clearable=False
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ],style=dict(width='33.33%')),

        html.Div(children=[
                html.Label(['Add data'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-custom-selection',
                    options=[
                        {'label': 'Add Training Data', 'value': 'training'},
                        {'label': 'Add Test Data', 'value': 'test'},
                        {'label': 'Remove Data point', 'value': 'remove'},
                    ],
                    value='training',
                    clearable=False,
                    searchable=False
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ],style=dict(width='33.33%')),
    ],style=dict(display='flex')),
)

if __name__ == '__main__':
    app.run_server(debug=True, port=8080)

CSS 代码线程中使用的文件全宽为 12 列（类似于其他 CSS 框架 - 即 Bootstrap）所以如果你想创建 3 列有间隙然后您应该使用 nameClass="four columns" 表示“12 列中的四列”并且 4/12 给出宽度 1/3 - 然后您不必使用 style=dict(width='33.33%')

import dash
import dash_core_components as dcc
import dash_html_components as html
import plotly.express as px
import pandas as pd

external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css']

app = dash.Dash(__name__, external_stylesheets=external_stylesheets)

app.layout = html.Div(
    
    html.Div(className='row', children=[
        
        html.Div(className="four columns", children=[
                html.Label(['Dataset:'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-dataset',
                    options=[
                        {'label': 'Diabetes', 'value': 'diabetes'},
                        {'label': 'Boston Housing', 'value': 'boston'},
                        {'label': 'Sine Curve', 'value': 'sin'}

                    ],
                    value='diabetes',
                    searchable=False,
                    clearable=False,
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ]),

        
        html.Div(className="four columns", children=[
                html.Label(['Model Type'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-select-model',
                    options=[
                        {'label': 'Linear Regression', 'value': 'linear'},
                        {'label': 'Lasso', 'value': 'lasso'},
                        {'label': 'Ridge', 'value': 'ridge'},
                        {'label': 'Polynomial', 'value': 'polynomial'},
                        {'label': 'elastic-net', 'value': 'elastic-net'},

                    ],
                    value='linear',
                    searchable=False,
                    clearable=False
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ]),

        html.Div(className="four columns", children=[
                html.Label(['Add data'], style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Dropdown(
                    id='dropdown-custom-selection',
                    options=[
                        {'label': 'Add Training Data', 'value': 'training'},
                        {'label': 'Add Test Data', 'value': 'test'},
                        {'label': 'Remove Data point', 'value': 'remove'},
                    ],
                    value='training',
                    clearable=False,
                    searchable=False
                ),
                html.Label('Slider', style={'font-weight': 'bold', "text-align": "center"}),
                dcc.Slider(
                    min=0,
                    max=9,
                    marks={i: 'Label {}'.format(i) if i == 1 else str(i) for i in range(1, 6)},
                    value=5,
                ),
            ]),
    ],style=dict(display='flex')),
)

if __name__ == '__main__':
    app.run_server(debug=True, port=8080)

编辑：

当然你也可以分行组织（如果对你有帮助的话）

# row
Div([
   Div([Label()], width='33%')  # column
   Div([Label()], width='33%')  # column
   Div([Label()], width='33%')  # column
])

# row
Div([
   Div([Dropdown()], width='33%')  # column
   Div([Dropdown()], width='33%')  # column
   Div([Dropdown()], width='33%')  # column
])

# row
Div([
   Div([Label()], width='33%')  # column
   Div([Label()], width='33%')  # column
   Div([Label()], width='33%')  # column
])

# row
Div([
   Div([Slide()], width='33%')  # column
   Div([Slide()], width='33%')  # column
   Div([Slide()], width='33%')  # column
])

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