Remove deprecated training scripts and Systemd service files
- Deleted `install_cron.sh`, `setup_schedule.sh`, and `train_daily.sh` as part of the transition to a new scheduling mechanism. - Removed associated Systemd service and timer files for daily model training. - Updated `live_regime_strategy.py` and `main.py` to reflect changes in model training and scheduling logic. - Adjusted `regime_strategy.py` to align with new target calculation methods and updated optimal parameters. - Enhanced `regime_detection.py` to incorporate path-dependent labeling for target calculations.
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[Unit]
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Description=Lowkey Backtest Daily Model Training
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After=network.target
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[Service]
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Type=oneshot
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WorkingDirectory=/home/tamaya/Documents/Work/TCP/lowkey_backtest_live
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ExecStart=/home/tamaya/Documents/Work/TCP/lowkey_backtest_live/train_daily.sh
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User=tamaya
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Group=tamaya
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StandardOutput=append:/home/tamaya/Documents/Work/TCP/lowkey_backtest_live/logs/training.log
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StandardError=append:/home/tamaya/Documents/Work/TCP/lowkey_backtest_live/logs/training.log
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[Install]
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WantedBy=multi-user.target
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[Unit]
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Description=Run Lowkey Backtest Training Daily
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[Timer]
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OnCalendar=*-*-* 00:30:00
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Persistent=true
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Unit=lowkey-training.service
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[Install]
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WantedBy=timers.target
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