Zipline is a Pythonic algorithmic trading library that enables quants and traders to construct, test, and execute powerful trading algorithms. In this tutorial, we will walk through the steps required to install Zipline on Clear Linux Latest.
A virtual environment is an isolated Python environment that allows you to install packages without affecting the global installation. Create a virtual environment using the command:
python3 -m venv zipline_env
This will create a new directory called zipline_env inside your current directory.
Activate the virtual environment:
source zipline_env/bin/activate
Your command prompt should now be prefixed with (zipline_env), indicating that you are now working in the virtual environment.
Before installing Zipline, you need to install some dependencies. These include NumPy, SciPy, pandas, and pytz. Use the following command to install them:
pip install numpy scipy pandas pytz
To install Zipline, you need to clone the GitHub repository and then use pip to install it. Use the following commands:
git clone https://github.com/diced/zipline.git
cd zipline
pip install .
Once the installation is complete, you can verify that Zipline is installed correctly by running the following command:
python -c "import zipline; print(zipline.__version__)"
This should output the version of Zipline that you have installed.
Congratulations, you have successfully installed Zipline on Clear Linux Latest. To run Zipline, you need to create a Python script that defines your algorithm and data. The Zipline documentation provides an example script that you can use to get started.
from zipline import run_algorithm
from zipline.api import order, symbol
def initialize(context):
pass
def handle_data(context, data):
order(symbol('AAPL'), 10)
run_algorithm(initialize=initialize, handle_data=handle_data, capital_base=10000, data_frequency='daily', bundle='quandl')
Save this as a Python script, for example example.py, and then run it using the following command:
zipline run -f example.py --start=2010-1-1 --end=2020-1-1 -o my_strategy.pickle
This will run your algorithm and save the results to a file called my_strategy.pickle.
In this tutorial, we have walked through the steps required to install Zipline on Clear Linux Latest. Zipline is a powerful library that can help you develop and test trading algorithms. Happy coding!
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