A CSV file here, some JSONs there. You write some good python code using Pandas, maybe some NumPy, and everything runs as expected. Fast. Simple. Beautiful. But then... the files grow. Queries slow down. You get the dreaded “Out of Memory” error. Now all of a sudden, you’re ...
Expression Language to write data transformations pandas, SQL, polars, Ibis, LangChain Execution Perform data transformations Spark, Snowflake, DuckDB, RAPIDS Data Physical representation of data, inputs and outputs S3, Postgres, file system, Snowflake See our page on Why use Hamilton? and framewor...
pyspark 6.2.0 hd8ed1ab_1 defaults ibis-sqlite 6.2.0 hd8ed1ab_1 defaults icu 72.1 hcb278e6_0 defaults identify 2.5.28 pyhd8ed1ab_0 defaults idna 3.4 pyhd8ed1ab_0 defaults imagecodecs 2023.8.12 py310hc929067_0 defaults imagehash 4.3.1 pyhd8ed1ab_0 defaults imageio 2.31.1 pyh24...
To make it clear, we use onlyhttps://myindex/nexus/repository/pypi-hosted/simple/and pypi in production. The case below is development setup where we need to include some internal WIP library. [python-repos]indexes.add= [#for example#contains release of A==1.0.0 and B==0.0.1"https:/...
Pandas on spark integration (via GraphAdapter) PySpark native UDF map function integration (via GraphAdapter) PySpark native aggregation function integration PySpark join, filter, groupby, etc. integration Snowpark Packaging functions for Snowpark LLVMs & related Numba integration Custom Backends Genera...