Spark DataFrame helpers on raikou-core: sessions, frames, and expression helpers.
Project description
raikou
High-level Spark helpers built on raikou-core.
PyPI: https://pypi.org/project/raikou/
Repository: https://github.com/eddiethedean/raikou
raikou provides:
- SparkSession helpers (
connect) - a small DataFrame-style facade (
RaikouDataFrame) backed byraikou-core's engine - convenience expression helpers (
col,lit)
Requirements
- Python: 3.10+
- Spark:
pyspark>=3.4,<4(a Spark runtime must be available in your environment)
Install
pip install raikou
Quick start
from raikou import RaikouDataFrame, Schema, col, connect
class Row(Schema):
x: int
y: str
spark = connect(master="local[2]")
sdf = spark.createDataFrame([{"x": 1, "y": "a"}, {"x": 2, "y": "b"}])
df = RaikouDataFrame[Row].from_spark_dataframe(sdf)
out = df.filter(col("x") > 1).select("y").to_dict()
What’s in the box?
connect(...): convenience helper for creating/configuring aSparkSessionSchema: typed row schema for aRaikouDataFrameRaikouDataFrame[T]: a small, typed facade backed by theraikou-coreenginecol(...)/lit(...): expression helpers used withfilter,select, etc.
Development (monorepo)
From the repository root:
make install-editable
make test
make lint
make format
Relationship to raikou-core
raikou depends on raikou-core for the
Spark-backed execution engine and planning/expression layer. If you only need the
engine primitives (e.g. for building another library), you can depend on
raikou-core directly.
License
MIT (see repository LICENSE).
Project details
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