pyhouse 0.0.13
Last updated:
0 purchases
Description:
pyhouse 0.0.13
pyhouse
This is a port of Lighthouse,
a library written in Scala, that facilitates the creation of data pipelines that
are based on Apache Spark. It also comes with some
related convenience functions, like integrations to the AWS parameter store.
This port is targeted at Python and PySpark. It is not an exact port of the
Scala code: we add what we need as we go along.
Usage
One of this library’s main usages is to build a class-based data catalog, that
supports chaining of sources. For example, if you had a dataset in a text file
that needed to be transformed (clean, derive some statistic, …) then you could
write this as such:
from pyhouse.datalake.file_system_data_link import FileSystemDataLink
link = FileSystemDataLink(
environment="dev",
session = get_spark(),
path = "s3://bucket-foo/file-bar.csv",
format="csv",
savemode="errorifexists",
partitioned_by=("some-key", "another-key"),
options={"header": True, "sep": "\t"}
)
link.read().groupBy("client").count().show()
The advantage of such data links becomes clear when there are multiple of them
that are combined in a module (the “catalog”): there would be one source of
truth that many scripts can refer to. Hardcoded paths scattered across scripts
would be a thing of the past.
License:
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
Customer Reviews
There are no reviews.
