swing-trading-dashboard/dashboard.py

112 lines
3.3 KiB
Python

import dash_bootstrap_components as dbc
from dash import Dash, dcc, html, Input, Output
from dash_ag_grid import AgGrid
from dash_bootstrap_templates import load_figure_template
from datetime import datetime
from flask_caching import Cache
from pandas import DataFrame, Series
from plotting import CandlestickChart, figure_with_subplots
from daily_data import get_daily_data
from signals import calculate_signals
from stylesheets import grid_stylesheet, theme_stylesheet
app = Dash(__name__, external_stylesheets = [theme_stylesheet, grid_stylesheet])
app.title = 'Swing Trading Dashboard'
cache = Cache(app.server, config = {
'CACHE_TYPE': 'SimpleCache',
'CACHE_DEFAULT_TIMEOUT': 60 # Seconds.
})
load_figure_template('lux_dark')
def load_chart(data: DataFrame) -> dict:
chart_data = data.tail(180)
candlestick_chart = CandlestickChart(
x = chart_data['Date'],
opens = chart_data['Open'],
highs = chart_data['High'],
lows = chart_data['Low'],
closes = chart_data['Close']
)
return figure_with_subplots([[candlestick_chart]])
@cache.cached(timeout = 60, key_prefix = 'get_daily_data')
def get_cached_data():
return get_daily_data('SPY')
@cache.cached(timeout = 60, key_prefix = 'calculate_signals')
def get_cached_signals():
data = get_cached_data()
return calculate_signals(data)
@cache.cached(timeout = 60, key_prefix = 'load_chart')
def get_cached_chart():
data = get_cached_data()
return load_chart(data)
app.layout = dbc.Container(
[
dcc.Interval(
id = 'refresh-interval',
interval = 60 * 1000, # Milliseconds.
n_intervals = 0
),
dcc.Graph(
id = 'candlestick-chart',
config = {'displayModeBar': False},
figure = figure_with_subplots([[CandlestickChart(
x = Series(datetime.today()),
opens = Series(),
highs = Series(),
lows = Series(),
closes = Series(),
title = ''
)]])
),
html.Div(
AgGrid(
id = 'signal-table',
columnDefs = [{'field': 'Strategy', 'flex': 3}],
rowData = [],
defaultColDef = {'flex': 1, 'sortable': False, 'resizable': False},
dashGridOptions = {
'domLayout': 'autoHeight',
'pagination': True,
'paginationPageSizeSelector': False,
'paginationPageSize': 10,
},
style = {'height': None}
),
className = 'dbc dbc-ag-grid'
)
],
style = {'maxWidth': '1200px', 'margin': '0 auto'},
fluid = True
)
@app.callback(
[
Output('candlestick-chart', 'figure'),
Output('signal-table', 'columnDefs'),
Output('signal-table', 'rowData')
],
Input('refresh-interval', 'n_intervals')
)
def update_dashboard(_):
signal_data = get_cached_signals()
chart_figure = get_cached_chart()
column_defs = [
{'field': col, 'flex': 3} if col == 'Strategy' else {'field': col, 'flex': 1, 'cellRenderer': 'SignalRenderer'}
for col in signal_data.columns
]
return chart_figure, column_defs, signal_data.to_dict(orient = 'records')
if __name__ == '__main__':
app.run_server(debug = False)