provenance
provenance is a Python library for function-level caching and provenance that aids in creating Parsimonious Pythonic Pipelines™. By wrapping functions in the provenance decorator computed results are cached across various tiered stores (disk, S3, SFTP) and provenance (i.e. lineage) information is tracked and stored in an artifact repository. A central artifact repository can be used to enable production pipelines, team collaboration, and reproducible results. The library is general purpose but was built with machine learning pipelines in mind. By leveraging the fantastic joblib library object serialization is optimized for numpy and other PyData libraries.
What that means in practice is that you can easily keep track of how artifacts (models, features, or any object or file) are created, where they are used, and have a central place to store and share these artifacts. This basic plumbing is required (or at least desired!) in any machine learning pipeline and project. provenance can be used standalone along with a build server to run pipelines or in conjunction with more advanced workflow systems (e.g. Airflow, Luigi).
Example
For an explanation of this example please see the Introductory Guide.
import provenance as p
p.load_config(...)
import time
@p.provenance()
def expensive_add(a, b):
time.sleep(2)
return a + b
@p.provenance()
def expensive_mult(a, b):
time.sleep(2)
return a * b
a1 = expensive_add(4, 3)
a2 = expensive_add(1, 1)
result = expensive_mult(a1, a2)
vis.visualize_lineage(result)
Installation
For the base functionality:
pip install provenanceFor the visualization module (which requires graphviz to be installed):
pip install provenance[vis]For the SFTP store:
pip install provenance[sftp]For everything all at once:
pip install provenance[all]provenance is also available from conda-forge for conda installations:
conda install -c conda-forge provenanceCompatibility
provenance is currently only compatible with Python 3.5 and higher. Updating it to work with Python 2.7x should be easy, follow this ticket if you are interested in that.
3 maintainers
Metadata
3 maintainers
Release files for provenance 0.14.1
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 | |
|---|---|---|---|---|
| provenance-0.14.1.tar.gz | 59.7 kB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| provenance-0.14.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 104.3 kB
Release files / provenance-0.14.1.tar.gz
| Download URL | provenance-0.14.1.tar.gz |
|---|---|
| Size | 59.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
873f716e1e1a2b8550200bb9cd643460cc479144bceabcb42209bb3b1f8583d0
|
|
BLAKE2b-256 checksum How to use checksums |
dfc315bb4959dd1ec05a7a1b0666881f66276988bad5d9815c6b1bd11a63991c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.2.0 pkginfo/1.6.0 requests/2.22.0 setuptools/45.2.0.post20200210 requests-toolbelt/0.9.1 tqdm/4.42.1 CPython/3.7.6
|
Release files / provenance-0.14.1-py3-none-any.whl
| Download URL | provenance-0.14.1-py3-none-any.whl |
|---|---|
| Size | 44.6 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
6025b5a33a1a55b847e007034660b845fd04006067ef2089cd4c64da0faf49d8
|
|
BLAKE2b-256 checksum How to use checksums |
9ec4841bfd9967ba2ebc38582c77ec2aa788c4b255af73178519105bae0be568
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.2.0 pkginfo/1.6.0 requests/2.22.0 setuptools/45.2.0.post20200210 requests-toolbelt/0.9.1 tqdm/4.42.1 CPython/3.7.6
|
Security for provenance 0.14.1
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.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
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To learn more about protecting yourself from malicious actors, visit our package security documentation.
