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Trading Stock with Time Series Transformers
A collection of scripts for trading stocks and crypto on alpaca markets and binance.
History & Background
Neural network trading bot that trades stocks (long/short) and crypto (long-only) daily at market open/close. Successfully grew my portfolio from $38k to $66k over several months in favorable conditions at the end of 2024.
Uses Amazon Chronos model for time series forecasting.
Getting Started
npm install -g selenium-side-runner npm install -g chromedriver
prepare machine
sudo apt-get install libsqlite3-dev -y
sudo apt-get update sudo apt-get install libxml2-dev sudo apt-get install libxslt1-dev
Scripts
clear out positions at bid/ask (much more cost effective than market orders)
PYTHONPATH=$(pwd) python ./scripts/alpaca_cli.py close_all_positions
cancel an order with a linear ramp
PYTHONPATH=$(pwd) python scripts/alpaca_cli.py backout_near_market BTCUSD
ramp into a position
PYTHONPATH=$(pwd) python scripts/alpaca_cli.py ramp_into_position ETHUSD
at a time e.g. sudo apt install at
using linux command at
echo "PYTHONPATH=$(pwd) python ./scripts/alpaca_cli.py ramp_into_position TSLA" | at 3:30
show/cancel jobs with atq
(.env) (base) lee@lee-top:/media/lee/crucial1/code/stock$ atq 1 Fri Oct 18 03:00:00 2024 a lee 2 Fri Oct 18 03:30:00 2024 a lee (.env) (base) lee@lee-top:/media/lee/crucial1/code/stock$ atrm 1 (.env) (base) lee@lee-top:/media/lee/crucial1/code/stock$ atq 2 Fri Oct 18 03:30:00 2024 a lee
cancel any duplicate orders/bugs
PYTHONPATH=$(pwd) python ./scripts/cancel_multi_orders.py
- proper datastores refreshed data
- dynamic config
neural networks
- select set of trades to make
- margin
- takeprofit
- roughly at eod only to close stock positions violently
check if numbers are flipped and if so do something?
crypto issues
crypto can be only traded non margin for some time so this server should be used that loops/does market orders:
now they do?
fees though so use binance for crypto try not trade it on alpaca?
./.env/bin/gunicorn -k uvicorn.workers.UvicornWorker -b :5050 src.crypto_loop.crypto_order_loop_server:app --timeout 1800 --workers 1
install requirements
uv pip install requirements.txt
Run the stock trading bot
python trade_stock_e2e.py
Run the tests
pytest .
Run a simulation
PYTHONPATH=$(pwd) python backtest_test3_inline.py
Please support me!
You can support us by purchasing Netwrck.
Also checkout AIArt-Generator.art and Netwrck.com Also checkout Helix.app.nz
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