valohai-papi

library0.1.3pypypi✓ verified 80d ago

Experimental imperative Valohai pipeline API for building and executing machine learning pipelines. Current version 0.1.3, requires Python >=3.6.1, <4.0.0. This library is in early development with frequent breaking changes.

ai-ml workflow

pip install valohai-papi

github ↗package ↗homepage ↗

INSTALL

IMPORT

SIG · VALOHAI-PAPI

valohai-papi

ai-mlpythonv0.1.3

Install

2.9s avg

Import

—

Disk

23MB

Pass rate

10/ 10

Env Coverage10 / 10

glibc

3.9–3.13

musl

3.9–3.13

Install & Compatibility

Where this runs

tested against v0.1.3 · pip install

no network on importno background threads

Install × environment matrix

Each cell = how many times install + import succeeded across repeated harness runs. Partial = flaky.
glibc = Debian/Ubuntu slim · musl = Alpine Linux

musl

py 3.10–3.95 runs

installs and imports cleanly · install 0.0s · import 0.000s · 24.5MB

glibc

py 3.10–3.95 runs

installs and imports cleanly · install 2.9s · import 0.000s · 25MB

23MB installed

● package 23MB

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

Papi

✓ from papi import Papi

✗ from valohai.papi import pipeline

Pipeline

✓ from papi import Pipeline

Step

✓ from papi import Step

Define and run a simple Valohai pipeline using the decorator.

from valohai.papi import pipeline @pipeline def my_pipeline(message: str) -> None: print(f"Hello {message}") if __name__ == "__main__": my_pipeline(message="world")

Debug

Known issues

breakingThe API is experimental and subject to breaking changes between minor versions. Do not rely on internal modules or undocumented functions.

fix

Pin to exact version and test after upgrades.

affects: all

gotchaThe import path is `valohai.papi`, not `papi` or `valohai_papi`. The package name on PyPI uses hyphens, but Python modules use dots.

fix

Use `from valohai.papi import pipeline`.

affects: all

deprecatedThe `@pipeline` decorator may change or be replaced as the API evolves. Check documentation for the latest approach.

fix

Monitor the GitHub repository for deprecation notices.

affects: 0.1.0 - 0.1.3

Upgrade

Version history

0.1.3latest on PyPI · released Jul 8, 2021

Audit

Dependencies

No dependency data recorded yet.

Agent activity

52 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/valohai/papi ↗

packagehttps://pypi.org/project/valohai-papi/ ↗

homepagehttps://valohai.com ↗