pynavio 0.2.1

Python lib for navio

pynavio

Python lib for navio

• Free software: MIT license

Features

• Pynavio.Client, navio API client, allows to upload models and data, deploy and retrain models etc.

• Pynavio.mlflow.to_navio function calls mlflow.pyfunc.save_model function, saving a model zip file as required by navio.

• Pynavio.infer_external_dependencies is a helper function that infers the external dependencies based on the file path. For its limitations please refer to its doc string.

• Pynavio.infer_imported_code_path is a helper function that infers the imported code paths based on the file path and the root path. For its limitations please refer to its doc string.

• Pynavio.make_example_request generates a request schema for a navio model from data.

Documentation

The official documentation is hosted on https://navio.craftworks.io : https://navio.craftworks.io/docs/guides/pynavio/

Examples

To build all example models, use:

$ cd scripts && make

Credits

This package was created with Cookiecutter and the audreyr/cookiecutter-pypackage project template.

Examples/models uses code parts from Open Source project mjain72/Condition-monitoring-of-hydraulic-systems-using-xgboost-modeling.

Examples/models uses code parts from Open Source project https://www.kaggle.com/maciejautuch/car-price-prediction

History

0.0.1 (2021-09-07)

• First release on PyPI.

0.0.2 (2021-12-29)

• allows user provide modules as pip strings

• brings possibility to infer package dependencies(pip strings) using the infer_external_dependencies()

• handle data frame input for example request

• updates the default conda channels: remove anaconda and pytorch and add conda-forge

• adds and updates the dependencies

• brings gpu related changes

• brings example models (tabular etc.)

• fixes the issue with pigar running for 10 minutes when the input path contains venv

0.1.0 (2022-01-24)

• adds model helpers

• brings more example models: pump leakage model

• removes the need to download the data from kaggle, refers to local data dir for data instead

• adds credits to README, adds LICENSE

0.1.1 (2022-02-07)

• adds credits for kaggle notebook’s code parts usage

• brings more example models: car price model

0.1.4 (2022-08-25)

• API Client

• adds possibility to infer the dependencies used in the file only

• extra docs for example models

• moves the data dir out into examples

• updates dependencies

• fixes the missing import of the currently available models

• fixes mlflow==1.27.0 circular import error

• fixes pynavio FileNotFound error mlflow-1.26.0

• fixes _fetch_data example request path according to mlflow-1.26.0

• sets protobuf version to fix failing tests

• fixes to_navio() to support kedro path

0.1.5 (2022-09-15)

• fixes the documentation link

• attempts to remove the build badgegi

• removes installation for development section form readme

• fixes repository on the pypi page

• adds history