lidb
lidb is a lightweight quant data processing library (Light Database for Quantor), providing dataset management with dependency tracking, topological scheduling, and partitioned parquet storage.
Features
- Dataset management with dependency tracking and automatic backfill
- Topological DAG scheduler — dependency graph → layer-parallel execution
- Full-cache fast path — scan-only when all dates cached, skip scheduler
@dataset()decorator — convert functions to Dataset objects- Hive-style partition storage (date=xxx/asset=xxx/data.parquet)
- Expression engine (QDF) for factor computation
Installation
# PyPI(发布版本)
pip install lidb
# GitHub(最新开发版本)
pip install -e "lidb @ git+ssh://git@github.com/link-yundi/lidb.git"
Documentation
See API Documentation for detailed usage.
Quick Start
import lidb
import polars as pl
# Define a dataset via @dataset() decorator
@lidb.dataset(update_time="15:00:00")
def my_dataset(date: str):
return pl.DataFrame(
{"date": [date], "time": ["15:00:00"], "asset": ["000001"], "value": [1.0]}
)
# Get data
data = my_dataset.get_value("2024-01-01")
# Load datasets into a new Zoo workspace
zoo = lidb.load(
beg_date="2024-01-01",
end_date="2024-01-31",
times=["15:00:00"],
ds_list=[my_dataset],
)
License
MIT License
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