pyvespa
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.
- Create a new release from github.com/vespa-engine/pyvespa/releases/new.
- Make sure to tag the release with the version number, e.g.,
v0.41.0. - This tag will trigger a github action that will publish the package to PyPI.
- 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 1.2.10
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| pyvespa-1.2.10.tar.gz | 177.9 kB | With provenance | Details for pyvespa-1.2.10.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| pyvespa-1.2.10-py3-none-any.whl | Python 3 | none | any | Details for pyvespa-1.2.10-py3-none-any.whl |
Total release size: 366.9 kB
Release files / pyvespa-1.2.10.tar.gz
| Download URL | pyvespa-1.2.10.tar.gz |
|---|---|
| Size | 177.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
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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 Oct 30, 2026.
Transparency logRelease files / pyvespa-1.2.10-py3-none-any.whl
| Download URL | pyvespa-1.2.10-py3-none-any.whl |
|---|---|
| Size | 189.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
dfad570e6707d531323d703ec442e53a381f04695f7a404d63ffb23cf041be42
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 Oct 30, 2026.
Transparency logSecurity for pyvespa 1.2.10
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.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for pyvespa-1.2.10.tar.gz
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 Oct 30, 2026.
Transparency logA note on package security
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