Take a look at running scrapper on Telegram Channel
Powerful trading bot, based on ChatGPT sentiment analysis of news headlines.
The goal of this project is to create a trading bot that can make money on the stock market. The bot will be based on the sentiment analysis of news headlines. The sentiment analysis will be done by a OpenAi's ChatGPT model that has been trained on a large corpus of data. The bot will use the sentiment analysis to predict the stock market and make trades accordingly. It is inspired by paper released by Alejandro Lopez-Lira and Yuehua Tang from University of Florida on april 6th 2023, named "Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models"
Quantex uses Docker to run. To install Docker, follow the instructions on Docker's website. For ease of use Docker-compose is also used. To install docker-compose, follow the instructions on docker-compose's website.
While development following tools are used:
and many, many more awesome tools.
To setup the project, run the following commands:
# Clone the repository
git clone https://github.io/style77/quantex.git
# Change directory to the project
cd quantex
Now it depends on you, how would you want to run project.
To run project with docker, you need to have docker and docker compose installed. After that you can run the following command:
Development version
docker-compose -f deploy/docker-compose.yml -f deploy/docker-compose.dev.yml --project-directory . up --build Production version
docker-compose -f deploy/docker-compose.yml --project-directory . up --build To run project with poetry, you need to have python 3.11 and poetry installed. After that you can run the following command:
Following commends will only run API, that anyway won't work without database - to run only database you can run docker-compose -f deploy/docker-compose.services.yml --project-directory . up --build
poetry installpoetry run python -m quantexTo access pgadmin, you need to start development version of docker compose. After that to get ip of the pgadmin dashboard, run the following command:
docker inspect pgadmin_container | grep IPAddress.The default email and password for pgadmin is admin@admin.com root.
To set up connection to the database, you need to create new server with the following details:
connection address: quantex-db
port: 5432
username: as specified in .env file
password: as specified in .env file
To run migrations, you need to have python 3.11 and poetry installed. After that you can run the following command:
poetry run alembic upgrade headto create new migration, you can run the following command:
poetry run alembic revision --autogenerate -m "migration name"Before that, it's recommended to change ip of the database in .env file to 0.0.0.0 (if you already got database running)
Running scraper on ARM64 is a bit tricky, because there is no official chromedriver for ARM64. Look at #727 and #1072 for more details.
To run scraper (on any arch) use following commands:
# Create new screen
screen -S scraper
# Run scraper
poetry run python -m quantex-scraperWhen you look at .env.example file you can see a lot of meaningless variables. In this section I want to explain them.
First in general is that, why is that project so huge, when it could just be one file with scraper, and maybe Telegram bot, the reason for that is that I want to make this project as modular as possible, so that it can be easily extended in the future. That's why it does contain API, Database, frontend, docker etc. Also making your own fullstack project is great way to learn and showoff.
Entire project structure is closed, which means that only getting access to the server will allow attacker to get access to all of the api keys, secrets etc. Project is called a "bot", however it doesn't have any specific bot functionality, that's because it's bot for sending signals, not really trading bot. In future I might add trading bot functionality, but for now it's just a free signal bot.
If you look at the code, you can see that we are saving both short term and long term investment explanation, why is that variable then specified in .env file? Well, the reason is that we are then posting the results to Telegram channel, and posting all of the results would be too much. So we are posting only the results that are in the investment horizon specified in .env file. That way we can post only the results that are relevant to the channel.
This project is licensed under the terms of the GNU GPLv3 license.
If you want to contribute to this project, please read CONTRIBUTING.md for details on our code of conduct, and the process for submitting pull requests to us.
- Joachim Hodana - Initial work - Quantex