623 lines
29 KiB
Python
623 lines
29 KiB
Python
"""
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Dashboard Layout Manager - Clean Trading Dashboard
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Manages the layout and structure of the trading dashboard
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"""
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import dash
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from dash import dcc, html
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from datetime import datetime
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class DashboardLayoutManager:
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"""Manages dashboard layout and structure"""
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def __init__(self, starting_balance: float = 100.0, trading_executor=None):
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self.starting_balance = starting_balance
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self.trading_executor = trading_executor
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def create_main_layout(self):
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"""Create the main dashboard layout with dark theme"""
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return html.Div([
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self._create_header(),
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self._create_chained_inference_status(),
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self._create_interval_component(),
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self._create_main_content(),
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self._create_prediction_tracking_section() # NEW: Prediction tracking
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], className="container-fluid", style={
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"backgroundColor": "#111827",
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"minHeight": "100vh",
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"color": "#f8f9fa"
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})
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def _create_prediction_tracking_section(self):
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"""Create prediction tracking and model performance section"""
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return html.Div([
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html.Div([
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html.Div([
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html.H6([
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html.I(className="fas fa-brain me-2"),
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"🧠 Model Predictions & Performance Tracking"
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], className="text-light mb-3"),
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# Summary cards row - Enhanced with real metrics
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html.Div([
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html.Div([
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html.Div([
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html.H6("0", id="total-predictions-count", className="mb-0 text-primary"),
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html.Small("Recent Signals", className="text-light"),
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html.Small("", id="predictions-trend", className="d-block text-xs text-muted")
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], className="card-body text-center p-2 bg-dark")
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], className="card col-md-3 mx-1 bg-dark border-secondary"),
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html.Div([
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html.Div([
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html.H6("0", id="active-models-count", className="mb-0 text-info"),
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html.Small("Loaded Models", className="text-light"),
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html.Small("", id="models-status", className="d-block text-xs text-success")
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], className="card-body text-center p-2 bg-dark")
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], className="card col-md-3 mx-1 bg-dark border-secondary"),
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html.Div([
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html.Div([
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html.H6("0.00", id="avg-confidence", className="mb-0 text-warning"),
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html.Small("Avg Confidence", className="text-light"),
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html.Small("", id="confidence-trend", className="d-block text-xs text-muted")
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], className="card-body text-center p-2 bg-dark")
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], className="card col-md-3 mx-1 bg-dark border-secondary"),
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html.Div([
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html.Div([
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html.H6("+0.00", id="total-rewards-sum", className="mb-0 text-success"),
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html.Small("Total Rewards", className="text-light"),
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html.Small("", id="rewards-trend", className="d-block text-xs text-muted")
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], className="card-body text-center p-2 bg-dark")
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], className="card col-md-3 mx-1 bg-dark border-secondary")
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], className="row mb-3"),
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# Charts row
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html.Div([
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html.Div([
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html.H6("Recent Predictions Timeline", className="mb-2 text-light"),
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dcc.Graph(id="prediction-timeline-chart", style={"height": "300px"})
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], className="col-md-6"),
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html.Div([
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html.H6("Model Performance", className="mb-2 text-light"),
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dcc.Graph(id="model-performance-chart", style={"height": "300px"})
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], className="col-md-6")
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], className="row")
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], className="p-3")
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], className="card bg-dark border-secondary mb-3")
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], className="mt-3")
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def _create_backtest_training_panel(self):
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"""Create the backtest training control panel"""
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return html.Div([
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html.Div([
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html.Div([
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html.H6([
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html.I(className="fas fa-robot me-2"),
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"🤖 Backtest Training Control"
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], className="text-light mb-3"),
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# Control buttons
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html.Div([
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html.Div([
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html.Label("Training Control", className="text-light small"),
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html.Div([
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html.Button(
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"Start Training",
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id="backtest-start-training-btn",
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className="btn btn-success btn-sm me-2"
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),
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html.Button(
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"Stop Training",
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id="backtest-stop-training-btn",
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className="btn btn-danger btn-sm me-2"
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),
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html.Button(
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"Run Backtest",
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id="backtest-run-backtest-btn",
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className="btn btn-primary btn-sm"
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)
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], className="btn-group")
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], className="col-md-6"),
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html.Div([
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html.Label("Backtest Data Window (hours)", className="text-light small"),
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dcc.Slider(
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id="backtest-training-duration-slider",
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min=6,
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max=72,
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step=6,
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value=24,
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marks={i: f"{i}h" for i in range(0, 73, 12)},
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className="mt-2"
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),
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html.Small("Uses N hours of data, tests predictions for each minute in first N-1 hours", className="text-muted")
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], className="col-md-6")
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], className="row mb-3"),
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# Status display
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html.Div([
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html.Div([
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html.Label("Training Status", className="text-light small"),
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html.Div(id="backtest-training-status", children=[
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html.Span("Inactive", style={"color": "red"})
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], className="h5")
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], className="col-md-3"),
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html.Div([
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html.Label("Current Accuracy", className="text-light small"),
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html.H5(id="backtest-current-accuracy", children="0.00%", className="text-info")
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], className="col-md-3"),
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html.Div([
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html.Label("Training Cycles", className="text-light small"),
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html.H5(id="backtest-training-cycles", children="0", className="text-warning")
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], className="col-md-3"),
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html.Div([
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html.Label("GPU/NPU Status", className="text-light small"),
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html.Div(id="backtest-gpu-status", children=[
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html.Span("Checking...", style={"color": "orange"})
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], className="h5")
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], className="col-md-3")
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], className="row mb-3"),
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# Progress and charts
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html.Div([
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html.Div([
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html.Label("Training Progress", className="text-light small"),
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html.Div([
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html.Div(
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id="backtest-training-progress-bar",
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style={
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"width": "0%",
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"height": "20px",
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"backgroundColor": "#007bff",
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"borderRadius": "4px",
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"transition": "width 0.3s ease"
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}
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)
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], style={
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"width": "100%",
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"height": "20px",
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"backgroundColor": "#374151",
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"borderRadius": "4px",
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"marginBottom": "8px"
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}),
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html.Div(id="backtest-progress-text", children="Ready to start", className="text-muted small")
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], className="col-md-6"),
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html.Div([
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html.Label("Accuracy Trend", className="text-light small"),
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dcc.Graph(
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id="backtest-accuracy-chart",
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style={"height": "150px"},
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config={"displayModeBar": False}
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)
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], className="col-md-6")
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], className="row"),
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# Mini Candlestick Chart and Best Predictions
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html.Div([
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html.Div([
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html.Label("Mini Candlestick Chart", className="text-light small"),
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dcc.Graph(
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id="backtest-candlestick-chart",
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style={"height": "200px"},
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config={"displayModeBar": False}
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)
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], className="col-md-6"),
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html.Div([
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html.Label("Best Predictions", className="text-light small"),
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html.Div(
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id="backtest-best-predictions",
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style={
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"height": "200px",
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"overflowY": "auto",
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"backgroundColor": "#1f2937",
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"borderRadius": "8px",
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"padding": "10px"
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},
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children=[html.Div("No predictions yet", className="text-muted small")]
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)
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], className="col-md-6")
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], className="row mb-3"),
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# Model status
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html.Div([
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html.Label("Active Models", className="text-light small mt-2"),
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html.Div(id="backtest-model-status", children="Initializing...", className="text-muted small")
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], className="mt-2")
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], className="p-3")
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], className="card bg-dark border-secondary mb-3")
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], className="mt-3")
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def _create_header(self):
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"""Create the dashboard header"""
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trading_mode = "SIMULATION" if (not self.trading_executor or
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getattr(self.trading_executor, 'simulation_mode', True)) else "LIVE"
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return html.Div([
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html.H2([
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html.I(className="fas fa-chart-line me-2"),
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"Clean Trading Dashboard"
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], className="text-light mb-0"),
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html.P(
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f"Ultra-Fast Updates • Portfolio: ${self.starting_balance:,.0f} • {trading_mode}",
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className="text-light mb-0 opacity-75 small"
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)
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], className="bg-dark p-2 mb-2")
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def _create_chained_inference_status(self):
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"""Create chained inference status display"""
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return html.Div([
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html.H6("🔗 Chained Inference Status", className="text-warning mb-1"),
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html.Div(id="chained-inference-status", className="text-light small", children="Initializing...")
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], className="bg-dark p-2 mb-2")
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def _create_interval_component(self):
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"""Create the auto-refresh interval component"""
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return html.Div([
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dcc.Interval(
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id='interval-component',
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interval=1000, # Update every 1 second for maximum responsiveness
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n_intervals=0
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),
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dcc.Interval(
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id='minute-interval-component',
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interval=60000, # Update every 60 seconds for chained inference
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n_intervals=0
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)
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])
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def _create_main_content(self):
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"""Create the main content area"""
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return html.Div([
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self._create_metrics_and_signals_row(),
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self._create_charts_row(),
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self._create_cob_and_trades_row(),
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self._create_backtest_training_panel()
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])
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def _create_metrics_and_signals_row(self):
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"""Create the top row with key metrics, recent signals, and session controls"""
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return html.Div([
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# Left side - Key metrics (compact cards)
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self._create_metrics_grid(),
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# Middle - Recent Signals
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self._create_signals_panel(),
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# Right side - Session Controls
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self._create_session_controls_panel()
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], className="d-flex mb-3")
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def _create_metrics_grid(self):
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"""Create the metrics grid with compact cards"""
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metrics_cards = [
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("current-price", "Live Price", "text-success"),
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("session-pnl", "Session P&L", ""),
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("current-position", "Position", "text-info"),
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# ("leverage-info", "Leverage", "text-primary"),
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("trade-count", "Trades", "text-warning"),
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("portfolio-value", "Portfolio", "text-secondary"),
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("mexc-status", "MEXC API", "text-info")
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]
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cards = []
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for card_id, label, text_class in metrics_cards:
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card = html.Div([
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html.Div([
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html.H5(id=card_id, className=f"{text_class} mb-0 small"),
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html.P(label, className="text-muted mb-0 tiny")
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], className="card-body text-center p-2")
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], className="card", style={
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"height": "60px",
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"backgroundColor": "#1f2937",
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"border": "1px solid #374151",
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"color": "#f8f9fa"
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})
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cards.append(card)
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return html.Div(
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cards,
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style={
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"display": "grid",
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"gridTemplateColumns": "repeat(4, 1fr)",
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"gap": "8px",
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"width": "60%"
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}
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)
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def _create_signals_panel(self):
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"""Create the signals panel"""
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return html.Div([
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html.Div([
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html.Div([
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html.H6([
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html.I(className="fas fa-robot me-2"),
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"Recent Trading Signals"
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], className="card-title mb-2"),
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html.Div(id="recent-decisions", style={"height": "160px", "overflowY": "auto"})
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], className="card-body p-2")
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], className="card")
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], style={"width": "35%", "marginLeft": "2%"})
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def _create_session_controls_panel(self):
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"""Create the session controls panel"""
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return html.Div([
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html.Div([
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html.Div([
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html.H6([
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html.I(className="fas fa-cog me-2"),
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"Session Controls"
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], className="card-title mb-2"),
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# Leverage Control
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html.Div([
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html.Label([
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html.I(className="fas fa-sliders-h me-1"),
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"Leverage: ",
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html.Span(id="leverage-display", children="x50", className="fw-bold text-primary")
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], className="form-label small mb-1"),
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dcc.Slider(
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id='leverage-slider',
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min=1,
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max=100,
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step=1,
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value=50,
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marks={
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1: {'label': 'x1', 'style': {'fontSize': '8px'}},
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25: {'label': 'x25', 'style': {'fontSize': '8px'}},
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50: {'label': 'x50', 'style': {'fontSize': '8px'}},
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75: {'label': 'x75', 'style': {'fontSize': '8px'}},
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100: {'label': 'x100', 'style': {'fontSize': '8px'}}
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},
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tooltip={"placement": "bottom", "always_visible": False}
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)
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], className="mb-2"),
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# Training Controls
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html.Div([
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html.Label([
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html.I(className="fas fa-play me-1"),
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"Training Controls"
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], className="form-label small mb-1"),
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html.Div([
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html.Button([
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html.I(className="fas fa-play me-1"),
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"Start Training"
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], id="start-training-btn", className="btn btn-success btn-sm me-2",
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style={"fontSize": "10px", "padding": "2px 8px"}),
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html.Button([
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html.I(className="fas fa-stop me-1"),
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"Stop Training"
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], id="stop-training-btn", className="btn btn-danger btn-sm",
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style={"fontSize": "10px", "padding": "2px 8px"})
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], className="d-flex align-items-center mb-1"),
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html.Div([
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html.Span("Training:", className="small me-1"),
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html.Span(id="training-status", children="Starting...", className="badge bg-primary small")
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])
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], className="mb-2"),
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# Entry Aggressiveness Control
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html.Div([
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html.Label([
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html.I(className="fas fa-bullseye me-1"),
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"Entry Aggressiveness: ",
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html.Span(id="entry-agg-display", children="0.5", className="fw-bold text-success")
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], className="form-label small mb-1"),
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dcc.Slider(
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id='entry-aggressiveness-slider',
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min=0.0,
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max=1.0,
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step=0.1,
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value=0.5,
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marks={
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0.0: {'label': 'Conservative', 'style': {'fontSize': '7px'}},
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0.5: {'label': 'Balanced', 'style': {'fontSize': '7px'}},
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1.0: {'label': 'Aggressive', 'style': {'fontSize': '7px'}}
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},
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tooltip={"placement": "bottom", "always_visible": False}
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)
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], className="mb-2"),
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# Exit Aggressiveness Control
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html.Div([
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html.Label([
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html.I(className="fas fa-sign-out-alt me-1"),
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"Exit Aggressiveness: ",
|
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html.Span(id="exit-agg-display", children="0.5", className="fw-bold text-danger")
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], className="form-label small mb-1"),
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dcc.Slider(
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id='exit-aggressiveness-slider',
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min=0.0,
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max=1.0,
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step=0.1,
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value=0.5,
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marks={
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0.0: {'label': 'Conservative', 'style': {'fontSize': '7px'}},
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0.5: {'label': 'Balanced', 'style': {'fontSize': '7px'}},
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1.0: {'label': 'Aggressive', 'style': {'fontSize': '7px'}}
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},
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tooltip={"placement": "bottom", "always_visible": False}
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)
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], className="mb-2"),
|
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|
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html.Button([
|
|
html.I(className="fas fa-trash me-1"),
|
|
"Clear Session"
|
|
], id="clear-session-btn", className="btn btn-warning btn-sm w-100"),
|
|
html.Button([
|
|
html.I(className="fas fa-save me-1"),
|
|
"Store All Models"
|
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], id="store-models-btn", className="btn btn-info btn-sm w-100 mt-2"),
|
|
html.Hr(className="my-2"),
|
|
html.Small("System Status", className="text-muted d-block mb-1"),
|
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html.Div([
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html.Span("Trading: ", className="small"),
|
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html.Span("SIMULATION", className="badge bg-info small")
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], className="mb-1"),
|
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html.Div([
|
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html.Span("Data: ", className="small"),
|
|
html.Span("Active", className="badge bg-success small")
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|
], className="mb-1"),
|
|
html.Div([
|
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html.Span("WebSocket: ", className="small"),
|
|
html.Span("Connected", className="badge bg-success small")
|
|
])
|
|
], className="card-body p-2")
|
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], className="card")
|
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], style={"width": "23%", "marginLeft": "2%"})
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|
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def _create_charts_row(self):
|
|
"""Create the charts row with price chart and manual trading buttons"""
|
|
return html.Div([
|
|
html.Div([
|
|
html.Div([
|
|
# Chart header with manual trading buttons
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fas fa-chart-candlestick me-2"),
|
|
"Live 1m Price Chart (3h) + 1s Mini Chart (5min) - Updated Every Second"
|
|
], className="card-title mb-0"),
|
|
html.Div([
|
|
html.Button([
|
|
html.I(className="fas fa-arrow-up me-1"),
|
|
"BUY"
|
|
], id="manual-buy-btn", className="btn btn-success btn-sm me-2",
|
|
style={"fontSize": "10px", "padding": "2px 8px"}),
|
|
html.Button([
|
|
html.I(className="fas fa-arrow-down me-1"),
|
|
"SELL"
|
|
], id="manual-sell-btn", className="btn btn-danger btn-sm",
|
|
style={"fontSize": "10px", "padding": "2px 8px"})
|
|
], className="d-flex")
|
|
], className="d-flex justify-content-between align-items-center mb-2"),
|
|
|
|
html.Div([
|
|
dcc.Graph(id="price-chart", style={"height": "500px"})
|
|
])
|
|
], className="card-body p-2")
|
|
], className="card")
|
|
])
|
|
|
|
def _create_cob_and_trades_row(self):
|
|
"""Creates the row for COB ladders, closed trades, and model status - REORGANIZED LAYOUT"""
|
|
return html.Div([
|
|
# Top row: COB Ladders (left) and Models/Training (right)
|
|
html.Div([
|
|
# Left side: COB Ladders (60% width)
|
|
html.Div([
|
|
html.Div([
|
|
# ETH/USDT COB
|
|
html.Div([
|
|
html.Div(
|
|
id="eth-cob-content",
|
|
className="card-body p-2",
|
|
)
|
|
], className="card", style={"flex": "1"}),
|
|
|
|
# BTC/USDT COB
|
|
html.Div([
|
|
html.Div(
|
|
id="btc-cob-content",
|
|
className="card-body p-2",
|
|
)
|
|
], className="card", style={"flex": "1", "marginLeft": "1rem"}),
|
|
], className="d-flex")
|
|
], style={"width": "60%"}),
|
|
|
|
# Right side: Models & Training Progress (40% width) - MOVED UP
|
|
html.Div([
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fas fa-brain me-2"),
|
|
"Models & Training Progress",
|
|
], className="card-title mb-2"),
|
|
html.Div(
|
|
id="training-metrics",
|
|
style={"height": "300px", "overflowY": "auto"}, # Increased height
|
|
),
|
|
], className="card-body p-2")
|
|
], className="card")
|
|
], style={"width": "38%", "marginLeft": "2%"}),
|
|
], className="d-flex mb-3"),
|
|
|
|
# Bottom row: Closed Trades (full width) - MOVED BELOW COB
|
|
html.Div([
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fas fa-history me-2"),
|
|
"Recent Closed Trades",
|
|
], className="card-title mb-2"),
|
|
html.Div(
|
|
id="closed-trades-table",
|
|
style={"height": "200px", "overflowY": "auto"}, # Reduced height
|
|
),
|
|
], className="card-body p-2")
|
|
], className="card")
|
|
])
|
|
])
|
|
|
|
def _create_analytics_and_performance_row(self):
|
|
"""Create the combined analytics and performance row with COB data, trades, and training progress"""
|
|
return html.Div([
|
|
# Left side - COB panels and trades (68% width)
|
|
html.Div([
|
|
# Top section - COB panels
|
|
html.Div([
|
|
# ETH/USDT COB
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fab fa-ethereum me-2"),
|
|
"ETH/USDT COB"
|
|
], className="card-title mb-2"),
|
|
html.Div(id="eth-cob-content")
|
|
], className="card-body p-2")
|
|
], className="card", style={"width": "48%"}),
|
|
|
|
# BTC/USDT COB
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fab fa-bitcoin me-2"),
|
|
"BTC/USDT COB"
|
|
], className="card-title mb-2"),
|
|
html.Div(id="btc-cob-content")
|
|
], className="card-body p-2")
|
|
], className="card", style={"width": "48%", "marginLeft": "4%"})
|
|
], className="d-flex mb-3"),
|
|
|
|
# Bottom section - Closed Trades
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fas fa-history me-2"),
|
|
"Closed Trades"
|
|
], className="card-title mb-2"),
|
|
html.Div(id="closed-trades-table", style={"height": "250px", "overflowY": "auto"})
|
|
], className="card-body p-2")
|
|
], className="card")
|
|
], style={"width": "68%"}),
|
|
|
|
# Right side - Training Progress & COB $1 Buckets (30% width, spans full height)
|
|
html.Div([
|
|
html.Div([
|
|
html.H6([
|
|
html.I(className="fas fa-brain me-2"),
|
|
"Models & Training Progress"
|
|
], className="card-title mb-2"),
|
|
html.Div(id="training-metrics", style={"height": "550px", "overflowY": "auto"})
|
|
], className="card-body p-2")
|
|
], className="card", style={"width": "30%", "marginLeft": "2%"})
|
|
], className="d-flex")
|
|
|
|
|
|
|