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pyvespa

#Vespa

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pyvespa site / documentation

Vespa is the scalable open-sourced serving engine that enables users to store, compute and rank big data at user serving time. pyvespa provides a python API to Vespa. It allows users to create, modify, deploy and interact with running Vespa instances. The main goal of the library is to allow for faster prototyping and get familiar with Vespa features.

vespacli

This repo also contains the python wrapper for the Vespa CLI. See README.

License

Code licensed under the Apache 2.0 license. See LICENSE for terms.

Development environment

To install editable version of the library with dev dependencies, run the following command from the root directory of the repository:

uv sync --extra dev

Note that this will enforce linting and formatting with Ruff, which also will be triggered by a pre-commit-hook.

This means that you may get an error message when trying to commit changes if the code does not pass the linting and formatting checks. The errors are detailed in the output, and you can optionally run manually with ruff CLI-tool.

Releases

Find releases and release notes on GitHub.

Release details

The release flow is semi-automated, but involves a few manual steps.

  1. Create a new release from github.com/vespa-engine/pyvespa/releases/new.
  2. Make sure to tag the release with the version number, e.g., v0.41.0.
  3. This tag will trigger a github action that will publish the package to PyPI.
  4. A PR will also be automatically created to update the affected files with the new version. This PR should be merged to keep the version updated in the repository.

This workflow can also be dispatched manually, but note that steps 3 and 4 will ONLY be triggered by a release.

Metadata

Release files for pyvespa 1.2.6

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pyvespa 1.2.6
File Size Uploaded
pyvespa-1.2.6.tar.gz 164.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for pyvespa 1.2.6
File Interpreter ABI Platform
pyvespa-1.2.6-py3-none-any.whl Python 3 none any Details

Total release size: 339.7 kB

Release files / pyvespa-1.2.6.tar.gz

Download URL pyvespa-1.2.6.tar.gz
Size 164.7 kB
Tags Source
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ced1660a03faf760da316fe7e22c67f1a8ec7f92a6c8a8a4484130002d9e65a6
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158443864ed6e2e27c602179b7d3b61e40c97e3b9c016f3123d8562bffc1da51
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Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 14, 2026.

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Release files / pyvespa-1.2.6-py3-none-any.whl

Download URL pyvespa-1.2.6-py3-none-any.whl
Size 175.1 kB
Tags Python 3
SHA-256 checksum
How to use checksums
b64f884f40c3925faae19025870522e67c29d9c1cf1fec3b3efcd689921f1a0f
BLAKE2b-256 checksum
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a018c0b09a864b9d26568794b587b26d9f5b82ce6e6d0bb1c180e6b9b9a8071b
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Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 14, 2026.

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Release history Release notifications | RSS feed

1.2.8

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1.2.7

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This release

1.2.6 This release

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