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scale up transformer

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This commit is contained in:
Dobromir Popov
2025-07-02 01:41:20 +03:00
parent 8645f6e8dd
commit 5eda20acc8
4 changed files with 96 additions and 122 deletions
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16
web/clean_dashboard.py
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@ -239,10 +239,10 @@ class CleanTradingDashboard:
from NN.models.advanced_transformer_trading import create_trading_transformer, TradingTransformerConfig
config = TradingTransformerConfig(
d_model=1024, # 2x increase for 46M parameters
n_heads=16, # 2x increase
n_layers=12, # 2x increase
seq_len=150, # 1.5x increase
d_model=512, # Optimized for 46M parameters
n_heads=8, # Optimized
n_layers=8, # Optimized
seq_len=100, # Optimized
n_actions=3,
use_multi_scale_attention=True,
use_market_regime_detection=True,
@ -4603,10 +4603,10 @@ class CleanTradingDashboard:
# Create transformer if not exists
if transformer_model is None or transformer_trainer is None:
config = TradingTransformerConfig(
d_model=1024, # 2x increase for 46M parameters
n_heads=16, # 2x increase
n_layers=12, # 2x increase
seq_len=150, # 1.5x increase
d_model=512, # Optimized for 46M parameters
n_heads=8, # Optimized
n_layers=8, # Optimized
seq_len=100, # Optimized
n_actions=3,
use_multi_scale_attention=True,
use_market_regime_detection=True,

144
web/layout_manager.py
View File

@ -200,98 +200,64 @@ class DashboardLayoutManager:
])
def _create_cob_and_trades_row(self):
"""Creates the row for COB ladders, closed trades, and model status."""
return html.Div(
[
"""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([
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(
[
# 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: Trades and Model Status (40% width)
html.Div(
[
# 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 mb-3",
id="closed-trades-table",
style={"height": "200px", "overflowY": "auto"}, # Reduced height
),
# Model Status
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": "250px",
"overflowY": "auto",
},
),
],
className="card-body p-2",
)
],
className="card",
),
],
style={"width": "38%", "marginLeft": "2%"},
),
],
className="d-flex mb-3",
)
], 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"""