Fast read/write of AVRO files

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Project description

fastavro

Because the Apache Python avro package is written in pure Python, it is relatively slow. In one test case, it takes about 14 seconds to iterate through a file of 10,000 records. By comparison, the JAVA avro SDK reads the same file in 1.9 seconds.

The fastavro library was written to offer performance comparable to the Java library. With regular CPython, fastavro uses C extensions which allow it to iterate the same 10,000 record file in 1.7 seconds. With PyPy, this drops to 1.5 seconds (to be fair, the JAVA benchmark is doing some extra JSON encoding/decoding).

fastavro supports the following Python versions:

Python 3.7
Python 3.8
Python 3.9
Python 3.10
PyPy3

Supported Features

File Writer
File Reader (iterating via records or blocks)
Schemaless Writer
Schemaless Reader
JSON Writer
JSON Reader
Codecs (Snappy, Deflate, Zstandard, Bzip2, LZ4, XZ)
Schema resolution
Aliases
Logical Types
Parsing schemas into the canonical form
Schema fingerprinting

Missing Features

Anything involving Avro's RPC features

Documentation

Documentation is available at http://fastavro.readthedocs.io/en/latest/

Installing

fastavro is available both on PyPi

pip install fastavro

and on conda-forge conda channel.

conda install -c conda-forge fastavro

Contributing

Bugs and new feature requests typically start as github issues where they can be discussed. I try to resolve these as time affords, but PRs are welcome from all.
Get approval from discussing on the github issue before opening the pull request
Tests must be passing for pull request to be considered

Developer requirements can be installed with pip install -r developer_requirements.txt. If those are installed, you can run the tests with ./run-tests.sh. If you have trouble installing those dependencies, you can run docker build . to run the tests inside a docker container. This won't test on all versions of python or on pypy, so it's possible to still get CI failures after making a pull request, but we can work through those errors if/when they happen. .run-tests.sh only covers the Cython tests. In order to test the pure Python implementation, comment out FASTAVRO_USE_CYTHON=1 python setup.py build_ext --inplace and re-run.

NOTE: Some tests might fail when running the tests locally. An example of this is this codec tests. If the supporting codec library is not availabe, the test will fail. These failures can be ignored since the tests will on pull requests and will be run in the correct environments with the correct dependecies set up.

Releasing

We release both to pypi and to conda-forge.

We assume you have twine installed and that you've created your own fork of fastavro-feedstock.

Make sure the tests pass
Run make tag
Copy the windows build artifacts for the new version from https://ci.appveyor.com/project/scottbelden/fastavro to the dist folder
Copy the linux build artifacts for the new version from https://github.com/fastavro/fastavro/releases/tag/ to the dist folder
Run make publish
Note the sha signature emitted at the above
Switch to feedstock directory and edit recipe/meta.yaml
- Update version and sha256 variables at the top of the file
- Run python recipe/test_recipe.py
- Submit a PR

Changes

See the ChangeLog

Contact

Project Home

Project details

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Project links

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Release history Release notifications | RSS feed

1.9.7

Sep 6, 2024

1.9.6

Sep 5, 2024

1.9.5

Jul 8, 2024

1.9.4

Feb 13, 2024

1.9.3

Jan 9, 2024

1.9.2

Dec 21, 2023

1.9.1

Dec 6, 2023

1.9.0

Oct 28, 2023

1.8.4

Oct 3, 2023

1.8.3

Sep 7, 2023

1.8.2

Jul 19, 2023

1.8.1

Jul 17, 2023

1.8.0

Jul 6, 2023

1.7.4

May 4, 2023

1.7.3

Mar 8, 2023

1.7.2

Feb 22, 2023

1.7.1

Jan 27, 2023

1.7.0

Oct 26, 2022

1.6.1

Sep 9, 2022

1.6.0

Aug 15, 2022

1.5.4

Jul 29, 2022

1.5.3

Jul 19, 2022

1.5.2

Jun 27, 2022

1.5.1

Jun 8, 2022

1.5.0

Jun 7, 2022

1.4.12

May 18, 2022

1.4.11

Apr 27, 2022

1.4.10

Mar 4, 2022

This version

1.4.9

Jan 8, 2022

1.4.8

Dec 27, 2021

1.4.7

Oct 29, 2021

1.4.6

Oct 23, 2021

1.4.5

Sep 23, 2021

1.4.4

Jul 22, 2021

1.4.3

Jul 16, 2021

1.4.2

Jun 28, 2021

1.4.1

May 18, 2021

1.4.0

Apr 16, 2021

1.3.5

Mar 31, 2021

1.3.4

Mar 20, 2021

1.3.3

Mar 13, 2021

1.3.2

Feb 14, 2021

1.3.1

Feb 6, 2021

1.3.0

Jan 21, 2021

1.2.4

Jan 17, 2021

1.2.3

Dec 24, 2020

1.2.2

Dec 23, 2020

1.2.1

Dec 2, 2020

1.2.0

Nov 19, 2020

1.1.1

Nov 17, 2020

1.1.0

Oct 30, 2020

1.0.0.post1

Aug 26, 2020

1.0.0 yanked

Aug 23, 2020

Reason this release was yanked:

Missing python_requires to prevent Python 2 users from installing

0.24.2

Aug 18, 2020

0.24.1

Aug 16, 2020

0.24.0

Jul 30, 2020

0.23.6

Jul 12, 2020

0.23.5

Jun 22, 2020

0.23.4

May 15, 2020

0.23.3

Apr 29, 2020

0.23.2

Apr 18, 2020

0.23.1

Apr 3, 2020

0.23.0

Mar 23, 2020

0.22.13

Mar 3, 2020

0.22.12

Feb 27, 2020

0.22.11

Feb 26, 2020

0.22.10

Feb 24, 2020

0.22.9

Dec 20, 2019

0.22.8

Dec 16, 2019

0.22.7

Nov 6, 2019

0.22.6

Nov 3, 2019

0.22.5

Sep 19, 2019

0.22.4

Aug 26, 2019

0.22.3

Jul 12, 2019

0.22.2

Jun 28, 2019

0.22.1

Jun 14, 2019

0.22.0

Jun 13, 2019

0.21.24

May 29, 2019

0.21.23

May 7, 2019

0.21.22

Apr 27, 2019

0.21.21

Apr 19, 2019

0.21.20

Apr 3, 2019

0.21.19

Mar 3, 2019

0.21.18

Feb 14, 2019

0.21.17

Jan 22, 2019

0.21.16

Dec 22, 2018

0.21.15

Dec 10, 2018

0.21.14

Nov 17, 2018

0.21.13

Nov 12, 2018

0.21.12

Nov 1, 2018

0.21.11

Oct 30, 2018

0.21.10

Oct 25, 2018

0.21.9

Oct 9, 2018

0.21.8

Sep 25, 2018

0.21.7

Sep 17, 2018

0.21.6

Sep 16, 2018

0.21.5

Sep 4, 2018

0.21.4

Jul 25, 2018

0.21.3

Jul 12, 2018

0.21.2

Jul 12, 2018

0.21.1

Jul 10, 2018

0.21.0

Jul 9, 2018

0.21.0rc1 pre-release

Jul 6, 2018

0.20.0

Jul 3, 2018

0.19.9

Jun 29, 2018

0.19.8

Jun 27, 2018

0.19.7

Jun 13, 2018

0.19.6

May 31, 2018

0.19.5

May 29, 2018

0.19.4

May 22, 2018

0.19.3

May 20, 2018

0.19.2

May 18, 2018

0.19.1

May 16, 2018

0.19.0

May 14, 2018

0.18.2

May 8, 2018

0.18.1

May 2, 2018

0.18.0

Apr 27, 2018

0.17.10

Mar 30, 2018

0.17.9

Mar 1, 2018

0.17.8

Feb 12, 2018

0.17.7

Feb 1, 2018

0.17.6

Feb 1, 2018

0.17.5

Jan 24, 2018

0.17.4

Jan 22, 2018

0.17.3

Jan 19, 2018

0.17.2

Jan 18, 2018

0.17.1

Dec 27, 2017

0.17.0

Dec 26, 2017

0.16.7

Dec 24, 2017

0.16.6

Dec 13, 2017

0.16.5

Dec 12, 2017

0.16.4

Dec 5, 2017

0.16.3

Nov 29, 2017

0.16.1

Nov 27, 2017

0.14.11

Nov 7, 2017

0.14.10

Sep 18, 2017

0.14.9

Sep 10, 2017

0.14.8

Sep 2, 2017

0.14.7

Aug 8, 2017

0.14.6

Aug 2, 2017

0.14.5

Jul 15, 2017

0.14.3

Jun 24, 2017

0.14.2

Jun 8, 2017

0.14.1

Jun 7, 2017

0.14.0

Jun 3, 2017

0.13.0

May 2, 2017

0.12.2

Apr 19, 2017

0.12.1

Dec 9, 2016

0.12.0

Dec 8, 2016

0.11.1

Nov 25, 2016

0.11.0

Oct 20, 2016

0.10.2

Aug 1, 2016

0.10.1

Jul 3, 2016

0.9.11

Jun 12, 2016

0.9.10

Jun 7, 2016

0.9.9

Feb 13, 2016

0.9.8

Jan 15, 2016

0.9.7

Dec 27, 2015

0.9.6

Oct 14, 2015

0.9.5

Oct 4, 2015

0.9.4

Oct 1, 2015

0.9.3

Sep 1, 2015

0.9.2

Aug 25, 2015

0.9.1

Aug 21, 2015

0.9.0

Aug 20, 2015

0.8.8

Aug 18, 2015

0.8.7

Aug 15, 2015

0.8.6

Aug 13, 2015

0.8.5

Aug 5, 2015

0.8.4

Aug 3, 2015

0.8.3

Jul 16, 2015

0.8.2

Jul 14, 2015

0.8.1

Jun 2, 2015

0.8.0

May 4, 2015

0.7.10

Apr 28, 2015

0.7.9

Aug 28, 2014

0.7.8

May 20, 2014

0.7.7

Mar 27, 2013

0.7.6

Mar 27, 2013

0.7.5

Mar 23, 2013

0.7.4

Mar 2, 2013

0.7.3

Feb 19, 2013

0.7.2

Jan 8, 2013

0.7.1

Dec 11, 2012

0.7.0

Dec 11, 2012

0.6.10

Oct 6, 2012

0.6.9

Oct 6, 2012

0.6.8

Jul 14, 2012

0.6.7

Apr 29, 2012

0.6.6

Apr 29, 2012

0.6.5

Apr 25, 2012

0.6.4

Apr 14, 2012

0.6.3

Mar 16, 2012

0.6.2

Mar 13, 2012

0.6.1

Mar 12, 2012

0.6.0

Mar 10, 2012

0.5.0

Feb 23, 2012

0.4.2

Jan 30, 2012

0.4.1

Jan 25, 2012

0.4.0

Jan 25, 2012

0.3.2

Jan 24, 2012

0.3.1

Jan 24, 2012

0.3.0

Jan 23, 2012

0.2.2

Jan 11, 2012

0.2.1

Jan 11, 2012

0.2.0

Jan 11, 2012

0.1.0

Jan 5, 2012

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