{"categories":[{"label":"Application Frameworks","url":"https://skillfed.io/packages/category/software-development-libraries-application-frameworks/6"}],"enrichment":{"capability":"Papi provides an imperative Python API for declaring Valohai machine learning pipelines, allowing you to define pipeline workflows programmatically instead of through configuration files.","skillfed_tags":["ml-pipelines","valohai","experimental"],"use_cases":["Define Valohai ML pipelines programmatically in Python instead of writing YAML configuration files.","Integrate pipeline declaration into Python-based ML workflows for version control and code review.","Experiment with imperative pipeline APIs as part of Valohai's technical validation process.","Build dynamic pipelines where structure is determined at runtime based on Python logic."],"what_it_does":"Papi is an experimental Python library for declaring Valohai pipelines using imperative syntax rather than declarative configuration. It wraps the Valohai platform's pipeline concepts into a programmatic API, letting you define machine learning workflows directly in Python code. The package depends on valohai-yaml for configuration handling and dataclasses for data structure support.\n\nThe library is explicitly marked as experimental and subject to API changes. Documentation is minimal\u2014the primary reference is the papi_examples directory in the repository. The package has been maintained in an active state but has not received updates since mid-2021, suggesting either stability or dormancy depending on adoption.","worth_installing":"Yes, if you are actively using Valohai and prefer imperative Python over YAML configuration. The low install friction and permissive license make it a low-risk experiment. However, be aware that the API is explicitly experimental, documentation is sparse, and the package has not been updated since 2021\u2014suitable for technical exploration or established Valohai users, but not for production systems requiring stability guarantees."},"id":"valohai-papi","links":{"html":"https://skillfed.io/packages/valohai-papi","md":"https://skillfed.io/packages/valohai-papi.md","pypi":"https://pypi.org/project/valohai-papi/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2021-07-08","license_spdx":null,"license_treatment":"permissive","name":"valohai-papi","python_support":"supports_current","summary":"Experimental imperative Valohai pipeline API"},"popularity":{"monthly_downloads":82808,"position":14133,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.1.3"}