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<!--- | ||
Licensed to the Apache Software Foundation (ASF) under one | ||
or more contributor license agreements. See the NOTICE file | ||
distributed with this work for additional information | ||
regarding copyright ownership. The ASF licenses this file | ||
to you under the Apache License, Version 2.0 (the | ||
"License"); you may not use this file except in compliance | ||
with the License. You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, | ||
software distributed under the License is distributed on an | ||
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
KIND, either express or implied. See the License for the | ||
specific language governing permissions and limitations | ||
under the License. | ||
--> | ||
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# Ballista Python Bindings (PyBallista) | ||
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This is a Python library that binds to [Apache Arrow](https://arrow.apache.org/) distributed query | ||
engine [Ballista](https://github.com/apache/arrow-ballista). | ||
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## Status | ||
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### What works? | ||
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- Start Ballista schedulers and executors from Python | ||
- Execute distributed SQL queries (with DataFusion backend) | ||
- Use DataFrame API to read files and execute distributed queries (with DataFusion backend) | ||
- Support for CSV, Parquet, and Avro formats | ||
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### What does not work? | ||
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- Python UDFs | ||
- JSON | ||
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## Roadmap | ||
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- Support reading JSON | ||
- Support distributed Python UDFs and UDAFs | ||
- Support distributed query execution against Python DataFrame libraries such as Polars, Pandas, and cuDF, that are | ||
already supported by DataFusion's Python bindings (this will require new features in Ballista) | ||
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## Examples | ||
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- [Query a Parquet file using SQL](./examples/sql-parquet.py) | ||
- [Query a Parquet file using DataFrame API](./examples/dataframe-parquet.py) | ||
- [Start a scheduler from within a Python process](./examples/run-scheduler.py) | ||
- [Start an executor from within a Python process](./examples/run-executor.py) | ||
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## How to install (from pip) | ||
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```bash | ||
pip install ballista | ||
# or | ||
python -m pip install ballista | ||
``` | ||
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## How to develop | ||
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This assumes that you have rust and cargo installed. We use the workflow recommended by [pyo3](https://github.com/PyO3/pyo3) and [maturin](https://github.com/PyO3/maturin). | ||
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Bootstrap: | ||
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```bash | ||
# fetch this repo | ||
git clone git@github.com:apache/arrow-ballista-python.git | ||
# change to python directory | ||
cd arrow-ballista-python | ||
# prepare development environment (used to build wheel / install in development) | ||
python3 -m venv venv | ||
# activate the venv | ||
source venv/bin/activate | ||
# update pip itself if necessary | ||
python -m pip install -U pip | ||
# if python -V gives python 3.7 | ||
python -m pip install -r requirements-37.txt | ||
# if python -V gives python 3.8/3.9/3.10 | ||
python -m pip install -r requirements-310.txt | ||
``` | ||
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Whenever rust code changes (your changes or via `git pull`): | ||
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```bash | ||
# make sure you activate the venv using "source venv/bin/activate" first | ||
maturin develop | ||
python -m pytest | ||
``` | ||
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## How to update dependencies | ||
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To change test dependencies, change the `requirements.in` and run | ||
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```bash | ||
# install pip-tools (this can be done only once), also consider running in venv | ||
python -m pip install pip-tools | ||
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# change requirements.in and then run | ||
python -m piptools compile --generate-hashes -o requirements-37.txt | ||
# or run this is you are on python 3.8/3.9/3.10 | ||
python -m piptools compile --generate-hashes -o requirements.txt | ||
``` | ||
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To update dependencies, run with `-U` | ||
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```bash | ||
python -m piptools compile -U --generate-hashes -o requirements-310.txt | ||
``` | ||
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More details [here](https://github.com/jazzband/pip-tools) |
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