问题
I am trying to calculate euclidean distance of two points. Initial distance is calculated in the data.
Then, when the user is moving the line, I'd like the distance
column to update based on the new coordinates. I can see that x
and y
columns are updating, but not the distance
column. Below is my attempt:
output_file("tools_point_draw.html")
_tools_to_show = 'box_zoom,pan,save,hover,reset,tap'
p = figure(x_range=(0, 10), y_range=(0, 10), tools=_tools_to_show,
plot_width=862, plot_height=604,
title='Plot name')
p.background_fill_color = 'white'
d_true = {'x': [2, 3], 'y': [4, 1],
'color': ['red', 'red'],
'desc': ['true','true']}
df_true = pd.DataFrame(d_true)
df_true['distance'] = np.sqrt(np.sum((df_true['x'] - df_true['y'])**2))
source = ColumnDataSource(df_true)
renderer2 = p.scatter(x='x', y='y', source=source, color='color', size=15,
line_color='red', line_width=5)
renderer = p.line(x='x', y='y', source=source, color='red',
line_dash='dashed', line_width=10)
columns = [TableColumn(field="x", title="I am X"),
TableColumn(field="y", title="I am Y"),
TableColumn(field='color', title='color'),
TableColumn(field='desc', title='desc'),
TableColumn(field='distance', title='distance')]
update = CustomJS(args=dict(source_data=source), code="""
var data = source_data.data;
var f = cb_obj.value; //is this necessary?
//Sum of squares for euclidean
for(var i = 0, i < data['x'].length; i < size ; i++) {
var res += Math.pow(data['x'][i] - data['y'][i], 2)
}
//Take square root
var res2 = Math.sqrt(res)
//Update table
data['distance'] = res2
source_data.change.emit();
""")
update.js_on_change('tap', update)
table = DataTable(source=source, columns=columns, editable=True, height=200, width=862)
draw_tool = PointDrawTool(renderers=[renderer, renderer2], empty_value='black')
p.add_tools(draw_tool)
p.toolbar.active_tap = draw_tool
show(Column(p, table))
回答1:
Your callback actually never triggers here. It's just the pointdraw event doing its thing. You should have your callback trigger when source.data is changed.
source.js_on_change('data', update)
I did it for distance from the first point but you could do from origin too.
If it's from the first point you need to update all the distances each time (since the draw tool lets you drag existing points)
from bokeh.plotting import figure
from bokeh.io import output_file, show
from bokeh.models import DataTable, TableColumn, Column, PointDrawTool, ColumnDataSource, CustomJS
import pandas as pd
import numpy as np
output_file("tools_point_draw.html")
_tools_to_show = 'box_zoom,pan,save,hover,reset,tap'
p = figure(x_range=(0, 10), y_range=(0, 10), tools=_tools_to_show,
plot_width=862, plot_height=604,
title='Plot name')
p.background_fill_color = 'white'
d_true = {'x': [2, 3], 'y': [4, 1],
'color': ['red', 'red'],
'desc': ['true','true']}
df_true = pd.DataFrame(d_true)
df_true['distance'] = [0]+[np.sqrt((df_true['x'][i]-df_true['x'][i-1])**2+(df_true['y'][i]-df_true['y'][i-1])**2) for i in range(1,len(df_true['x']))]
source = ColumnDataSource(df_true)
renderer2 = p.scatter(x='x', y='y', source=source, color='color', size=15,
line_color='red', line_width=5)
renderer = p.line(x='x', y='y', source=source, color='red',
line_dash='dashed', line_width=10)
columns = [TableColumn(field="x", title="I am X"),
TableColumn(field="y", title="I am Y"),
TableColumn(field='color', title='color'),
TableColumn(field='desc', title='desc'),
TableColumn(field='distance', title='distance')]
update = CustomJS(args=dict(source_data=source), code="""
var data = source_data.data;
var res = 0;
//Sum of squares for euclidean
for(var i = 1; i < data['x'].length ; i++) {
res += Math.sqrt(Math.pow(data['x'][i] - data['x'][i-1], 2)+Math.pow(data['y'][i] - data['y'][i-1], 2));
//Update table
data['color'][i] = 'red';
data['desc'][i] = 'true';
data['distance'][i] = res;
}
source_data.change.emit();
""")
source.js_on_change('data', update)
table = DataTable(source=source, columns=columns, editable=True, height=200, width=862)
draw_tool = PointDrawTool(renderers=[renderer, renderer2])
p.add_tools(draw_tool)
p.toolbar.active_tap = draw_tool
show(Column(p, table))
回答2:
While I could not find a way how to update the table, I simply added a Div and updated the text inside. Not elegant, but it gets the job done.
div_euclid = Div(text="""
<b>Diameter of predicted form is:</b> 334.80 <br>
<b>Diameter of true form is:</b> 368.64 <br>
<b>RMSE is:</b> 34.13
""",
align='center',
style={'font-size': '100%'})
p.js_on_event(events.MouseMove,
CustomJS(args=dict(div=div_euclid,
source_data_pred=src_pred,
source_data_true=src_true),
code="""
var data_p = source_data_pred.data;
var data_t = source_data_true.data;
var x_p = data_p['x']
var y_p = data_p['y']
var x_t = data_t['x']
var y_t = data_t['y']
var diam_p = 0
var diam_t = 0
var rmse = 0
//Diameter of pred form
diam_p = Math.sqrt(Math.pow((x_p[0]-x_p[1]),2) + Math.pow((y_p[0]-y_p[1]),2))
//Diameter of true form
diam_t = Math.sqrt(Math.pow((x_t[0]-x_t[1]),2) + Math.pow((y_t[0]-y_t[1]),2))
//RMSE
rmse = Math.sqrt(Math.pow(diam_p - diam_t,2)/1)
//Result
div.text = "<b>Diameter of predicted form is: </b>" + diam_p.toFixed(2) + "<br> <b>Diameter of true form is: </b>" + diam_t.toFixed(2) + " <br> <b>RMSE is: </b>" + rmse.toFixed(2);
"""))
来源:https://stackoverflow.com/questions/56760434/update-datatable-on-tap-event-in-bokeh