import gradio as gr from indicators import SMC from utils import smc_plot_backtest, smc_ema_plot_backtest, smc_structure_plot_backtest, fetch import pandas as pd symbols = pd.read_csv('data/Ticker_List_NSE_India.csv') limits = pd.read_csv('data/yahoo_limits.csv') def run(stock, interval, period, strategy, swing_hl, ema1=9, ema2=21, cross_close=False): # Downloading ticker data. ticker = symbols[symbols['NAME OF COMPANY'] == stock]['YahooEquiv'].values[0] data = fetch(ticker, period, interval) # Plotting signal plot based on strategy. if strategy == "Order Block" or strategy == "Order Block with EMA": signal_plot = (SMC(data=data, swing_hl_window_sz=swing_hl). plot(order_blocks=True, swing_hl=True, show=False). update_layout(title=dict(text=ticker))) else: signal_plot = (SMC(data=data, swing_hl_window_sz=swing_hl). plot(swing_hl_v2=True, structure=True, show=False). update_layout(title=dict(text=ticker))) backtest_plot = gr.Plot() # Plotting backtest plot based on strategy. if strategy == "Order Block": backtest_plot = smc_plot_backtest(data, 'test.html', swing_hl) if strategy == "Order Block with EMA": backtest_plot = smc_ema_plot_backtest(data, 'test.html', ema1, ema2, cross_close) if strategy == "Structure trading": backtest_plot = smc_structure_plot_backtest(data, 'test.html', swing_hl) return signal_plot, backtest_plot with gr.Blocks(fill_width=True) as app: gr.Markdown( '# Algorithmic Trading Dashboard' ) stock = gr.Dropdown(symbols['NAME OF COMPANY'].unique().tolist(), label='Select Company', value=None) with gr.Row(): interval = gr.Dropdown(limits['interval'].tolist(), label='Select Interval', value=None) period_list = ['1d', '5d', '1mo', '3mo', '6mo', '1y', '2y', '5y', '10y', 'ytd', 'max'] period = gr.Dropdown(label = 'Select Period', choices=["max"], value="max") # Updating period based on interval def update_period(interval): limit = limits[limits['interval'] == interval]['limit'].values[0] idx = period_list.index(limit) return gr.Dropdown(period_list[:idx+1]+['max'], interactive=True, label='Select Period') interval.change(update_period, [interval], [period]) with gr.Row(): strategy = gr.Dropdown(['Order Block', 'Order Block with EMA', 'Structure trading'], label='Strategy', value=None) swing_hl = gr.Number(label="Swing High/Low Window Size", value=10, interactive=True) @gr.render(inputs=[strategy]) def show_extra(strat): if strat == "Order Block with EMA": with gr.Row(): ema1 = gr.Number(label='Fast EMA length', value=9) ema2 = gr.Number(label='Slow EMA length', value=21) cross_close = gr.Checkbox(label='Close trade on EMA crossover') input = [stock, interval, period, strategy, swing_hl, ema1, ema2, cross_close] elif strat == "Order Block" or strat == "Structure trading": input = [stock, interval, period, strategy, swing_hl] else: input = [] btn.click( run, inputs=input, outputs=[signal_plot, backtest_plot] ) examples = gr.Examples( examples=[ ["Reliance Industries Limited", "15m", "max", "Order Block", 10], ["Reliance Industries Limited", "15m", "max", "Order Block with EMA", 10], ["Reliance Industries Limited", "15m", "max", "Structure trading", 20], ], example_labels=['Order Block', 'Order Block with EMA', 'Structure trading'], inputs=[stock, interval, period, strategy, swing_hl] ) btn = gr.Button("Run") with gr.Row(): signal_plot = gr.Plot(label='Signal plot') with gr.Row(): backtest_plot = gr.Plot(label='Backtesting plot') app.launch(debug=True)