hai

library0.4.1pypypi✓ verified 79d ago

hai is a Python utility library developed by Valohai, providing helpers for parallel runs, logging, configuration, and other common infrastructure tasks in ML pipelines. Current version is 0.4.1, with occasional releases.

ai-ml devops database workflow

pip install hai

github ↗package ↗homepage ↗

INSTALL

IMPORT

SIG · HAI

hai

ai-mlpythonv0.4.1

Install

1.5s avg

Import

—

Disk

16MB

Pass rate

10/ 10

Env Coverage10 / 10

glibc

3.9–3.13

musl

3.9–3.13

Install & Compatibility

Where this runs

tested against v0.4.1 · 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 · 17.9MB

glibc

py 3.10–3.95 runs

installs and imports cleanly · install 1.5s · import 0.000s · 18MB

16MB installed

● package 16MB

Code

Verified usage

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

ParallelRun

✓ import hai

✗ from hai import ParallelRun

Run a simple parallel task using ParallelRun context manager.

from hai import ParallelRun with ParallelRun() as pr: pr.run(lambda: print('Hello from parallel'))

Debug

Known issues

breakingPython 3.6 support dropped in v0.3.0

fix

Upgrade to Python >=3.7

affects: <0.3.0

gotchaParallelRun context manager requires proper usage; forgetting to use it as context manager can lead to resource leaks.

fix

Always use 'with ParallelRun() as pr:' pattern.

affects: all

Upgrade

Version history

0.4.1latest on PyPI · released Oct 11, 2024

Audit

Dependencies

No dependency data recorded yet.

Agent activity

27 hits · last 30 days

node

Amazon

OpenAI (training)

Resources

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

packagehttps://pypi.org/project/hai/ ↗

homepagehttps://valohai.com ↗