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from dotenv import load_dotenv | |
load_dotenv('.env') | |
import gradio as gr | |
from utils import * | |
import os | |
days_to_plot = 50 | |
data = get_data().iloc[-500:] | |
data_to_plot = data.iloc[-days_to_plot:][["Close"]] | |
data_to_plot['date'] = data_to_plot.index | |
with gr.Blocks() as demo: | |
gr.Markdown("# Apple Predictor") | |
predict_button = gr.Button("Predict") | |
with gr.Row() as row0: | |
with gr.Column() as col0: | |
gr.Markdown("## Last candle info") | |
last_open = gr.Textbox(get_last_candle_value(data, 'Open') ,label="Last Open") | |
last_max = gr.Textbox( get_last_candle_value(data, 'High') ,label="Last Max") | |
last_min = gr.Textbox( get_last_candle_value(data, 'Low') ,label="Last Min") | |
last_close = gr.Textbox( get_last_candle_value(data, 'Close') ,label="Last Close") | |
with gr.Column() as col1: | |
gr.Markdown("## Next Candle Prediction") | |
jump_text = gr.Textbox(label="Jump") | |
open_text = gr.Textbox(label="Open") | |
max_text = gr.Textbox(label="Max") | |
min_text = gr.Textbox(label="Min") | |
next_close_text = gr.Textbox(label="Close") | |
with gr.Row() as row1: | |
value_plot = gr.LinePlot(data_to_plot, | |
x="date", | |
y="Close", | |
label=f'Last {days_to_plot} days', | |
y_lim=[float(data_to_plot['Close'].min())-5, float(data_to_plot['Close'].max())+5]) | |
outputs = [jump_text, | |
open_text, | |
max_text, | |
min_text, | |
next_close_text | |
] | |
predict_button.click(lambda: predict(data), outputs=outputs) | |
# predict_button.click(lambda: predict_mock(data), outputs=outputs) | |
demo.launch(debug=True) | |