Created
April 16, 2023 17:16
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Pandas vs Polars read gzipped JSONL
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import gzip | |
from pathlib import Path | |
import pandas as pd | |
import polars as pl | |
destination = Path("./generated.jsonl.gz") | |
if not destination.exists(): | |
destination.touch() | |
content = b'{"Name":"`pandas`","in-memory/distributed":"in-memory","Apache Arrow":"no","Backends":"","Notes":""}\n{"Name":"`polars`","in-memory/distributed":"in-memory","Apache Arrow":"yes","Backends":"","Notes":""}\n{"Name":"`vaex`","in-memory/distributed":"in-memory","Apache Arrow":"no","Backends":"","Notes":""}\n{"Name":"`duckdb`","in-memory/distributed":"in-memory","Apache Arrow":"no","Backends":"","Notes":"SQL"}\n{"Name":"`apache-spark`","in-memory/distributed":"distributed","Apache Arrow":"no","Backends":"`pandas`-like API","Notes":""}\n{"Name":"`cuPy`/`cuDf`/`RAPIDS`","in-memory/distributed":"distributed","Apache Arrow":"","Backends":"GPU support","Notes":"streaming support"}\n{"Name":"`dask`","in-memory/distributed":"distributed","Apache Arrow":"no","Backends":"","Notes":""}\n{"Name":"`mars`","in-memory/distributed":"distributed","Apache Arrow":"no","Backends":"`ray`, `kubernetes`, `hadoop`","Notes":"`pandas`-like API"}\n{"Name":"`xarray`","in-memory/distributed":"wrapper","Apache Arrow":"no","Backends":"`numpy`, `pandas`, `dask`","Notes":""}\n{"Name":"`fugue`","in-memory/distributed":"wrapper","Apache Arrow":"no","Backends":"`spark`, `dask`, `ray`","Notes":"sql/`pandas`/python support"}\n{"Name":"`modin`","in-memory/distributed":"wrapper","Apache Arrow":"no","Backends":"`ray`, `dask`, `unidist` (?!)","Notes":"`pandas`-like API"}\n{"Name":"`ibis`","in-memory/distributed":"wrapper","Apache Arrow":"yes","Backends":"","Notes":"sql focus"}' | |
with gzip.open(destination, 'wb') as file: | |
file.write(content) | |
pd.read_json(destination, lines=True) # does not fail | |
pl.read_ndjson(destination) # fails with RuntimeError: BindingsError: "External error at line 0: stream did not contain valid UTF-8" |
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