Local Candle Store - A module to download price candles from exchanges and store them in a database.
LoCaSt handles candle data in a very straight forward manner:
- There is one underlying
Candle
type to hold the relevant data of a price candle. - A group of such
Candle
objects is collected into a cluster, which is simply aList[Candle]
. - These clusters are written into an sqlite database and can be updated as needed.
A cluster is a list of candle objects, representing a time series of price data. Per exchange (e.g.: dydx v4), market (e.g.: ETH) and resolution (e.g.: One minute), there can be exactly one cluster in the database. A cluster can be interacted with in the following ways.
- Create cluster
- Retrieve cluster
- Retrieve n newest candles of a cluster
- Update cluster
- Delete cluster
- Get info about cluster
- newest candle
- oldest candle
- size of cluster (amount of candles it entails)
- wether it is up to date or not
- ... more to come
- dydx v4
- Sqlite
In the notebooks directory there are examples of the already implemented exchanges (starting with "example_"). This is a good starting point to try out and play around.
Here are some ideas and guidelines for collaboration.
- Implement additional exchanges
- Implement additional storage technologies, if desired
- Improve code quality and maintainability
- Help each other out and have a great time adding features :-)
There are two branches:
- Main:
- Expects pull requests from collaborators.
- Pushing will trigger a unit test workflow
- Release:
- Is handled by maintainer to merge main into and update version number
- Pushing will trigger the same unit test workflow and additionally publish to pypi.org
This project tries to maintain readable and simple code.
Basic principles like DRY and separation of concerns are mandatory - but following patterns dogmatically is not desired at all.
In fact this project shall be a collaborative effort in which developers interested in it, can learn from each other and discuss their ideas and solutions.
Appart from that it is a tool for anybody who needs historic and current candle data available locally, without the hassle of talking to exchange APIs.
To contribute, just make pull requests on main.
There are COLLABORATION markers throughout the test suite to mark and explain places that are relevant for new implementations. The general idea is to not require new implementations to come up with their unit and/or integration tests, but rather include their mock and production implementations through parametrization and fixtures in the existing test suite. This has the advantage of not having to write tests again and again but also enforces the behavior of new implementations to be identical to existing ones.
For example if we implement a new candle fetcher for the 1inch API, it can be implemented in what ever way is best - but it should behave exactly the same as the existing dydx implementations, which is enforced by the typing annotations and then verified by the parametrized test suite.
Of course if new test cases arise, they most certainly should be implemented for all existing implementations as well or at least deserve their own test file per exchange implementation.